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liqiang
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 900 470" width="900" height="470" style="background:#ffffff">
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<text x="450" y="50" text-anchor="middle" font-size="16" font-weight="bold" fill="#ffffff">에이전트의 행동은 어떻게 달라지는가?</text>
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<text x="150" y="142" text-anchor="middle" font-size="18" font-weight="bold">작업 내 적응</text>
<text x="150" y="164" text-anchor="middle" font-size="12.5" fill="#606060">Context adaptation</text>
<text x="50" y="211" font-size="12" fill="#777777">주요 매체</text>
<text x="50" y="237" font-size="15" font-weight="bold">현재 컨텍스트</text>
<text x="50" y="260" font-size="13.5">예시 · 상태 · 검색 결과</text>
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<text x="50" y="306" font-size="12" fill="#777777">갱신 특성</text>
<text x="50" y="332" font-size="14">즉시 반영 · 낮은 비용</text>
<text x="50" y="356" font-size="14">작업 종료 후 자동 보존되지 않음</text>
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<text x="450" y="142" text-anchor="middle" font-size="18" font-weight="bold">외부 아티팩트 갱신</text>
<text x="450" y="164" text-anchor="middle" font-size="12.5" fill="#555555">External artifacts</text>
<text x="350" y="211" font-size="12" fill="#777777">주요 매체</text>
<text x="350" y="237" font-size="15" font-weight="bold">지식 · 지침 · 프로그램</text>
<text x="350" y="260" font-size="13.5">문서 · Prompt/Skill · Harness</text>
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<text x="350" y="306" font-size="12" fill="#777777">갱신 특성</text>
<text x="350" y="332" font-size="14">작업 간 지속 · 감사 가능</text>
<text x="350" y="356" font-size="14">검색 또는 도구 호출에 의존</text>
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<rect x="628" y="116" width="244" height="63" rx="9" fill="#dedede" stroke="#5b5b5b" stroke-width="1.8"/>
<path d="M628 170 H872" stroke="#5b5b5b" stroke-width="1.8"/>
<text x="750" y="142" text-anchor="middle" font-size="18" font-weight="bold">모델 파라미터 갱신</text>
<text x="750" y="164" text-anchor="middle" font-size="12.5" fill="#606060">Parameter update</text>
<text x="650" y="211" font-size="12" fill="#777777">주요 매체</text>
<text x="650" y="237" font-size="15" font-weight="bold">모델 가중치</text>
<text x="650" y="260" font-size="13.5">SFT · 선호도 학습 · RL</text>
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<text x="650" y="306" font-size="12" fill="#777777">갱신 특성</text>
<text x="650" y="332" font-size="14">고차원 역량 · 폭넓은 일반화</text>
<text x="650" y="356" font-size="14">학습·회귀 비용이 높음</text>
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<text x="450" y="437" text-anchor="middle" font-size="14.5" font-weight="bold">세 방식의 결합: 즉석 적응 · 통제 가능한 축적 · 역량 내재화</text>
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book-ko/images/fig1-3.svg
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 980 460" width="980" height="460" style="background:#ffffff">
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<text x="297.5" y="65" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">도구 정의</text>
<text x="412.5" y="65" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">사고 과정</text>
<text x="527.5" y="65" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">대화 기록</text>
<text x="642.5" y="65" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">도구 결과</text>
<text x="795" y="65" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">결과</text>
<text x="115" y="123" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">전체 기준선</text>
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<text x="182.5" y="123" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
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<text x="297.5" y="123" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
<rect x="360" y="95" width="105" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="412.5" y="123" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
<rect x="475" y="95" width="105" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="527.5" y="123" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
<rect x="590" y="95" width="105" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="642.5" y="123" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
<text x="795" y="123" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ 정상 작동</text>
<text x="115" y="195" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">도구 정의 없음</text>
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<text x="182.5" y="195" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
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<text x="297.5" y="195" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗</text>
<rect x="360" y="167" width="105" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="412.5" y="195" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
<rect x="475" y="167" width="105" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="527.5" y="195" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
<rect x="590" y="167" width="105" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="642.5" y="195" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
<text x="795" y="195" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ 도구를 호출할 수 없음</text>
<text x="115" y="267" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">사고 과정 없음</text>
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<text x="182.5" y="267" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
<rect x="245" y="239" width="105" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="297.5" y="267" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
<rect x="360" y="239" width="105" height="55" rx="6" fill="#ffffff" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="412.5" y="267" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗</text>
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<text x="527.5" y="267" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
<rect x="590" y="239" width="105" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="642.5" y="267" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
<text x="795" y="267" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">△ 의사결정이 일관되지 않음</text>
<text x="115" y="339" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">대화 기록 없음</text>
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<text x="297.5" y="339" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
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<text x="412.5" y="339" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
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<text x="527.5" y="339" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗</text>
<rect x="590" y="311" width="105" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="642.5" y="339" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
<text x="795" y="339" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">△ 작업 반복</text>
<text x="115" y="411" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">도구 결과 없음</text>
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<text x="182.5" y="411" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
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<text x="297.5" y="411" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
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<text x="412.5" y="411" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
<rect x="475" y="383" width="105" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="527.5" y="411" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓</text>
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<text x="642.5" y="411" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗</text>
<text x="795" y="411" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ 맹목적 반복</text>
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book-ko/images/fig1-4.svg
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<text x="50" y="112" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">user</text>
<text x="50" y="134" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">&quot;연간 총매출 계산: Q1 $2.5M, Q2 €2.1M, Q3 £1.8M&quot;</text>
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<text x="50" y="170" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant.reasoning</text>
<text x="50" y="190" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">&quot;EUR와 GBP를 USD로 환산한 다음 합산해야 함&quot;</text>
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<text x="50" y="225" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant.tool_calls</text>
<text x="50" y="247" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">convert_currency(2100000, &quot;EUR&quot;, &quot;USD&quot;)</text>
<text x="50" y="265" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">convert_currency(1800000, &quot;GBP&quot;, &quot;USD&quot;)</text>
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<text x="50" y="305" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">tool (결과)</text>
<text x="50" y="327" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">EUR→USD: 2,282,608.70</text>
<text x="290" y="327" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">GBP→USD: 2,278,481.01</text>
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<text x="80.0" y="369.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">2라운드</text>
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<text x="50" y="406" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant.reasoning</text>
<text x="50" y="426" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">&quot;환율을 얻었으므로 코드 인터프리터를 호출해 합산&quot;</text>
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<text x="50" y="461" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant.tool_calls</text>
<text x="50" y="483" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">code_interpreter(&quot;total = 2.5M + 2.28M + 2.28M&quot;)</text>
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<text x="80.0" y="520.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">3라운드</text>
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<text x="50" y="557" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant.content (최종 답변)</text>
<text x="50" y="579" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">&quot;연간 총매출 $7,061,089.71, 분기 평균 $2,353,696.57&quot;</text>
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<text x="600" y="250" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">궤적</text>
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<text x="600" y="310" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="18" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">LLM이 호출할 때마다</text>
<text x="600" y="340" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="18" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">확인하는 전체</text>
<text x="600" y="370" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="18" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">입력</text>
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<text x="582" y="428" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">핵심 특징</text>
<text x="685" y="445" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">컨텍스트 누적</text>
<text x="685" y="470" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">매 라운드 전체 기록 확인</text>
<text x="685" y="500" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">구조화된 궤적</text>
<text x="685" y="525" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">user / assistant / tool</text>
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book-ko/images/fig1-5.svg
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 480" width="820" height="480" style="background:#ffffff">
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<text x="632" y="88" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">네이티브 도구</text>
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<text x="710.0" y="130.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">$web_search</text>
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<text x="710.0" y="195.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">code_interpreter</text>
<rect x="635" y="235" width="150" height="50" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<text x="710.0" y="260.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">더 많은 도구...</text>
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<text x="112" y="228" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">ReAct 루프(모델 내부에서 자율 실행)</text>
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<text x="220.0" y="267.9" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">사용자: 최근 한 달간</text>
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<text x="220.0" y="342.9" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">사고: 실시간 데이터를</text>
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<text x="440.0" y="267.9" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">$web_search 호출</text>
<text x="440.0" y="288.7" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;BTC price last month&quot;</text>
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<text x="440.0" y="342.9" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">결과: [가격 데이터]</text>
<text x="440.0" y="363.7" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">$67,230 → $71,450</text>
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<text x="220.0" y="417.9" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">code_interpreter 호출</text>
<text x="220.0" y="438.7" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">RSI, MACD 계산 코드</text>
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<text x="440.0" y="417.9" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">최종 출력: 기술 분석</text>
<text x="440.0" y="438.7" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">보고서 + 시각화 차트</text>
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<text x="605" y="330" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">RL 학습 신호</text>
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<text x="27" y="88" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">기존 프레임워크와의 차이</text>
<text x="130" y="110" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ 외부 오케스트레이션 불필요</text>
<text x="130" y="135" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ ReAct 루프 수동 작성 불필요</text>
<text x="130" y="160" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ 모델이 전 과정을 자율 결정</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 820 470" width="820" height="470" role="img" aria-labelledby="title desc">
<title id="title">자율 에이전트의 실행 루프</title>
<desc id="desc">에이전트가 사고, 행동, 관찰을 차례로 수행한 뒤 종료 조건에 따라 최종 결과를 출력하거나 다음 라운드를 계속합니다.</desc>
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<style>
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<!-- ReAct steps -->
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<text class="sans heading" x="60" y="95" dominant-baseline="middle">① 사고(Reasoning)</text>
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<text class="code body" x="150" y="132" text-anchor="middle" dominant-baseline="middle">&quot;정보가 더 필요함&quot;</text>
<rect class="box" x="305" y="70" width="210" height="96" rx="8" fill="#f0f0f0"/>
<text class="sans heading" x="320" y="95" dominant-baseline="middle">② 행동(Acting)</text>
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<text class="code body" x="410" y="132" text-anchor="middle" dominant-baseline="middle">web_search(...)</text>
<rect class="box" x="565" y="70" width="210" height="96" rx="8" fill="#f0f0f0"/>
<text class="sans heading" x="580" y="95" dominant-baseline="middle">③ 관찰(Observing)</text>
<rect x="580" y="112" width="180" height="38" rx="5" fill="#ffffff" stroke="#777777"/>
<text class="code body" x="670" y="132" text-anchor="middle" dominant-baseline="middle">tool_result: &quot;...&quot;</text>
<line class="flow" x1="255" y1="118" x2="302" y2="118"/>
<line class="flow" x1="515" y1="118" x2="562" y2="118"/>
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<!-- Exit criteria feed the decision point -->
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<text class="sans heading" x="65" y="244" dominant-baseline="middle">종료 조건(하나 이상 충족)</text>
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<text class="sans body" x="65" y="282" dominant-baseline="middle">① 작업 완료</text>
<text class="sans body" x="250" y="282" dominant-baseline="middle">② final_answer 호출</text>
<text class="sans body" x="65" y="314" dominant-baseline="middle">③ 도구 호출 없음</text>
<text class="sans body" x="250" y="314" dominant-baseline="middle">④ 오류 횟수 한도 초과</text>
<text class="sans body" x="65" y="346" dominant-baseline="middle">⑤ 최대 라운드 도달</text>
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<rect x="502" y="238" width="62" height="20" rx="3" fill="#ffffff"/>
<text class="sans note" x="533" y="248" text-anchor="middle" dominant-baseline="middle">판단 근거</text>
<!-- Stop decision and branches -->
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<text class="sans heading" x="670" y="252" text-anchor="middle" dominant-baseline="middle">종료 조건을</text>
<text class="sans heading" x="670" y="273" text-anchor="middle" dominant-baseline="middle">충족했는가?</text>
<path class="flow" d="M 750 260 H 795 V 35 H 150 V 67"/>
<text class="sans note" x="765" y="245" dominant-baseline="middle">아니요</text>
<rect x="360" y="43" width="120" height="22" rx="3" fill="#ffffff"/>
<text class="sans note" x="420" y="54" text-anchor="middle" dominant-baseline="middle">다음 라운드로</text>
<line class="flow" x1="670" y1="312" x2="670" y2="379"/>
<text class="sans note" x="685" y="346" dominant-baseline="middle">예</text>
<rect class="box" x="555" y="382" width="230" height="68" rx="8" fill="#d6d6d6"/>
<text class="sans heading" x="670" y="416" text-anchor="middle" dominant-baseline="middle">최종 결과 출력</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 520" width="780" height="520" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="20" y="55" width="350" height="480" rx="8" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="32" y="73" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">공유 컨텍스트 (상속형 협업)</text>
<g transform="translate(0 4)">
<rect x="35" y="82" width="320" height="100" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="43" y="96" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">단계 1: 요구 사항 분석가</text>
<text x="47" y="114" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">sys: &quot;요구 사항을 충분히 이해...&quot;</text>
<text x="47" y="132" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [ask_question, save_req]</text>
<text x="47" y="150" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">user: &quot;CSV 분석 스크립트를 작성해 줘&quot;</text>
<text x="47" y="168" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">agent: &quot;어떤 파일 형식을 처리해야 하나요?&quot;</text>
<g transform="translate(0 10)">
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<text x="43" y="198" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">단계 2: 소프트웨어 엔지니어</text>
<text x="47" y="216" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">sys: &quot;확정된 요구 사항대로 코드 작성...&quot;</text>
<text x="47" y="234" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [write_file, execute_code]</text>
<text x="47" y="252" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">agent: write_file(&quot;analyze.py&quot;, ...)</text>
<text x="47" y="270" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">agent: execute_code(&quot;python test.py&quot;)</text>
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<g transform="translate(0 20)">
<rect x="35" y="286" width="320" height="100" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="43" y="300" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">단계 3: 코드 검토자</text>
<text x="47" y="318" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">sys: &quot;코드 품질과 보안을 검토...&quot;</text>
<text x="47" y="336" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [run_linter, run_tests]</text>
<text x="47" y="354" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">agent: run_linter → 경고 2건</text>
<text x="47" y="372" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">agent: approve_code()</text>
</g>
<g transform="translate(0 38)">
<rect x="35" y="388" width="320" height="28" rx="3" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="195" y="402" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">↑ 모든 단계가 같은 대화 기록 공유</text>
<text x="195" y="434" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ 전체 작업 이력</text>
<text x="195" y="456" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ 컨텍스트 급속 팽창</text>
</g>
</g>
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<text x="422" y="73" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">비공유 컨텍스트 (격리형 협업)</text>
<g transform="translate(0 4)">
<rect x="425" y="82" width="320" height="80" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="433" y="96" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">용어집 에이전트</text>
<text x="437" y="114" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">sys: &quot;용어를 식별하고 번역...&quot;</text>
<text x="437" y="132" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [search_dict, write_file]</text>
<text x="437" y="150" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">→ glossary.json</text>
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<text x="433" y="184" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">번역 에이전트</text>
<text x="437" y="202" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">sys: &quot;이 장의 내용을 번역...&quot;</text>
<text x="437" y="220" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [read_file, write_file]</text>
<text x="437" y="238" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">→ chapter1_zh.md</text>
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<text x="433" y="272" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">교정 에이전트</text>
<text x="437" y="290" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">sys: &quot;용어 일관성을 점검...&quot;</text>
<text x="437" y="308" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [read_file, write_file]</text>
<text x="437" y="326" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">→ review_report.md</text>
</g>
<g transform="translate(0 39)">
<rect x="425" y="351" width="320" height="65" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="585" y="367" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">공유 파일 시스템</text>
<text x="437" y="389" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">glossary.json chapter1_zh.md review_report.md</text>
<text x="585" y="406" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">+ 도구 매개변수로 구조화 데이터 전달</text>
<text x="585" y="433" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ 모듈화 · 확장성 · 병렬성</text>
<text x="585" y="455" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ 정보 동기화가 복잡함</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 810 520" width="810" height="520" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="30" y="55" width="180" height="65" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="120" y="72" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Isabella Rodriguez</text>
<text x="120" y="92" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Hobbs Cafe 운영자</text>
<text x="120" y="108" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">친절하고 사교적</text>
<rect x="30" y="140" width="240" height="224" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="150" y="160" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">기억 스트림 Memory Stream</text>
<text x="40" y="184" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">[08:30] Hobbs Cafe 영업 시작</text>
<text x="40" y="199" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">importance: 4 recency: 0.9</text>
<text x="40" y="220" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">[09:15] Klaus가 커피를 사러 방문</text>
<text x="40" y="235" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">importance: 5 recency: 0.85</text>
<text x="40" y="256" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">[10:00] 밸런타인데이 파티를 열기로 결정</text>
<text x="40" y="271" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">importance: 9 recency: 0.8</text>
<text x="40" y="292" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">[11:30] Maria를 파티에 초대</text>
<text x="40" y="307" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">importance: 8 recency: 0.7</text>
<text x="40" y="328" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">[14:00] Maria에게 장식 도움 요청</text>
<text x="40" y="343" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">importance: 7 recency: 0.6</text>
<rect x="285" y="140" width="230" height="188" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="400" y="160" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">성찰 Reflection</text>
<text x="295" y="184" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">&quot;Hobbs 단골은 누구인가?&quot;</text>
<text x="295" y="199" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ Maria, Klaus, Tom(자주 방문)</text>
<text x="295" y="220" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">&quot;누구를 파티에 초대할까?&quot;</text>
<text x="295" y="235" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ 단골과 친구 모두 초대</text>
<text x="295" y="256" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">&quot;파티 준비는 어디까지 됐나?&quot;</text>
<text x="295" y="271" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ 여러 명 초대, 장소 장식 필요</text>
<text x="295" y="292" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">&quot;카페 장식을 누가 도울까?&quot;</text>
<text x="295" y="307" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ Maria(친구, 기꺼이 도움)</text>
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<text x="655" y="160" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">계획과 행동 Planning</text>
<text x="540" y="184" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">08:00 기상 + 아침 식사</text>
<text x="540" y="220" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">09:00 Hobbs Cafe 영업 시작</text>
<text x="540" y="256" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">12:00 영업하며 손님 초대</text>
<text x="540" y="292" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">14:00 Maria와 장소 장식</text>
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<text x="540" y="343" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">← 동적 조정</text>
<text x="540" y="364" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">18:00 Hobbs Cafe에서 밸런타인데이 파티</text>
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<text x="405" y="438" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">출현 행동(에이전트 25개 · 가상 시간 2일)</text>
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<text x="140" y="462" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">만남 → 우정 형성 → 먼저 약속 잡기</text>
<text x="400" y="462" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ 정보 확산</text>
<text x="490" y="462" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Isabella의 파티 초대가 여러 에이전트로 확산</text>
<text x="50" y="498" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ 선거 확산</text>
<text x="140" y="498" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Sam의 시장 출마 소식이 마을에 확산</text>
<text x="400" y="498" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ 관계 기억</text>
<text x="490" y="498" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">지난 대화를 기억해 화제를 이어 감</text>
<text x="405" y="525" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">모든 행동은 사전 프로그래밍이 아닌 기억·성찰·사회적 상식 추론에서 출현</text>
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<text x="390" y="113" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">Night → Day → Vote → Settle</text>
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<text x="107" y="228" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">정보: 동료 정체</text>
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<text x="107" y="276" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">밤: 표적 선택</text>
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<text x="252" y="200" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">🐺 늑대인간 2</text>
<text x="252" y="228" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">정보: 동료 정체</text>
<text x="252" y="252" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">전략: 다수표 추종</text>
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<text x="397" y="200" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">🔮 예언자</text>
<text x="397" y="228" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">정보: 확인 결과</text>
<text x="397" y="252" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">전략: 공개 시점 선택</text>
<text x="397" y="276" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">밤: 1명 확인</text>
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<text x="435.0" y="324.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">확인 결과</text>
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<text x="542" y="200" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">🧪 마녀</text>
<text x="542" y="228" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">정보: 사망/치유</text>
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<text x="542" y="276" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">밤: 1명 살림/독살</text>
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<text x="687" y="252" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">전략: 논리 추론</text>
<text x="687" y="276" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">낮: 발언 분석</text>
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<text x="390" y="375" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">정보 접근 제어: 심판이 역할별로 컨텍스트 필터링</text>
<text x="50" y="399" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">늑대인간:</text>
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<text x="400" y="399" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">예언자:</text>
<text x="460" y="399" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">본인 확인 결과 + 공개 발언</text>
<text x="50" y="423" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">마녀:</text>
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<text x="400" y="423" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">주민:</text>
<text x="460" y="423" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">공개 발언 + 투표 기록만(비공개 정보 없음)</text>
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<text x="137" y="514" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">낮 토론</text>
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<text x="137" y="552" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">자리순으로 발언</text>
<text x="312" y="514" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">투표 단계</text>
<text x="312" y="534" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">모든 플레이어 표 수집</text>
<text x="312" y="552" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">집계 후 결과 발표</text>
<text x="487" y="514" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">밤 단계</text>
<text x="487" y="534" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">심판이 역할별로 호출</text>
<text x="487" y="552" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">비공개 음성 채널</text>
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<text x="662" y="534" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">역할 무작위 배정</text>
<text x="662" y="552" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">음성으로 투표/발언</text>
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<text x="105" y="250" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#444444" text-anchor="middle" dominant-baseline="central">/scratch/&lt;id&gt;</text>
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<text x="105" y="372" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central">에이전트마다 하나</text>
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<text x="295" y="250" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central">/workspace/shared</text>
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<text x="295" y="324" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#333333" text-anchor="middle" dominant-baseline="central">읽기/쓰기 · 동시성 제어 필요</text>
<text x="295" y="345" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central">낙관적 잠금 · worktree</text>
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<text x="485" y="250" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#444444" text-anchor="middle" dominant-baseline="central">/mnt/gdrive · /mnt/notion</text>
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<text x="485" y="345" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central">높은 지연 · 약한 일관성</text>
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<text x="50" y="158.0" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">theme: academic</text>
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<text x="50" y="186.0" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"># Transformer 어텐션 메커니즘</text>
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<text x="50" y="214.0" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">## 핵심 아이디어</text>
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<text x="50" y="242.0" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">- 멀티헤드 어텐션 병렬 처리</text>
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<text x="600" y="87" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">검토자 에이전트</text>
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<text x="468" y="183" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">페이지 문제 유형 심각도</text>
<text x="468" y="198" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">P3 내용 과밀 높음</text>
<text x="468" y="213" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">P7 글자 너무 작음 중간</text>
<text x="468" y="228" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">P11 색상 불일치 낮음</text>
<text x="600" y="258" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">렌더링 + 시각 분석 → 실행 가능한 개선안</text>
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<text x="85" y="339" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">라운드 1</text>
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<text x="305" y="339" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">라운드 2</text>
<text x="305" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">14페이지 (과밀 페이지 분할)</text>
<text x="305" y="375" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">문제 2건</text>
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<rect x="515" y="325" width="190" height="62" rx="3" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="525" y="339" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">라운드 3</text>
<text x="525" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">14페이지 (글자 크기 수정)</text>
<text x="525" y="375" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">문제 0건 ✓</text>
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<text x="390" y="435" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">왜 단일 에이전트가 아닌가?</text>
<text x="60" y="460" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">단일: 이미지 ×N회 렌더링 → 컨텍스트 폭발</text>
<text x="60" y="478" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">(1080p 스크린샷 = 수천 토큰 × 14페이지 × 5회)</text>
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<text x="410" y="478" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">제안자는 텍스트 피드백만 축적 → 컨텍스트 간결</text>
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<text x="390" y="142" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">call_agent_C, search, write_file]</text>
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<text x="155" y="260" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">하위 에이전트 A</text>
<text x="155" y="280" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">역할: 데이터 수집</text>
<text x="155" y="302" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">기술 문서 검색</text>
<text x="155" y="320" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">핵심 정보 추출</text>
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<text x="390" y="260" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">하위 에이전트 B</text>
<text x="390" y="280" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">역할: 분석·처리</text>
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<text x="390" y="320" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">통계 보고서 생성</text>
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<text x="625" y="260" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">하위 에이전트 C</text>
<text x="625" y="280" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">역할: 보고서 생성</text>
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<text x="625" y="320" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">출력 서식 지정</text>
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<text x="390" y="398" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">순차 실행 흐름</text>
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<text x="155" y="420" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ A: 데이터 반환</text>
<text x="260" y="420" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">→ 관리자: B에 전달</text>
<text x="380" y="420" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ B: 분석 반환</text>
<text x="485" y="420" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">→ 관리자: C에 전달</text>
<text x="610" y="420" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ C: 보고서 반환</text>
<text x="390" y="452" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">관리자 관점: 에이전트 호출 = 도구 호출 (요청 전송 → 응답 수신)</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 530" width="780" height="530" style="background:#ffffff">
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<text x="390" y="77" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">관리자 에이전트</text>
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<text x="145" y="190" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">용어집 에이전트</text>
<text x="145" y="208" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">용어집</text>
<text x="42" y="230" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">책 전체 수신 → 전문 용어 식별</text>
<text x="42" y="248" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">전문 사전 + 번역 규칙 검색</text>
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<text x="44" y="298" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">{&quot;attention&quot;: &quot;어텐션&quot;,</text>
<text x="44" y="313" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> &quot;transformer&quot;: &quot;Transformer&quot;,</text>
<text x="44" y="328" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> &quot;backprop&quot;: &quot;역전파&quot;}</text>
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<text x="282" y="230" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">입력: 장 + 용어집 + 지침</text>
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<text x="282" y="266" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">출력: chapter{n}_zh.md</text>
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<text x="284" y="298" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;...어텐션 메커니즘은</text>
<text x="284" y="313" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> Query·Key^T 유사도를 계산...&quot;</text>
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<rect x="520" y="170" width="230" height="185" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="635" y="190" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">교정 에이전트</text>
<text x="635" y="208" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">전체 교정</text>
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<text x="460" y="237" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">필드 찾기 → 입력 순서 계획</text>
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<rect x="450" y="251" width="290" height="36" rx="3" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="460" y="265" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">작업 실행</text>
<text x="460" y="279" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">클릭 / 입력 / 제출</text>
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<text x="390" y="338" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">WebSocket 양방향 통신 (ws://localhost:8849)</text>
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<line x1="595" y1="307" x2="595" y2="318" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
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<text x="390" y="388" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">실시간 양방향 메시지 흐름(통화하며 컴퓨터 사용)</text>
<text x="42" y="412" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">전화 → 컴퓨터</text>
<text x="210" y="412" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[FROM_PHONE_AGENT] 사용자 이름은 Zhang San</text>
<text x="42" y="438" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">컴퓨터 → 전화</text>
<text x="210" y="438" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[FROM_COMPUTER_AGENT] 이름 입력 완료, 신분증 번호 필요</text>
<text x="42" y="464" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">전화 → 컴퓨터</text>
<text x="210" y="464" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[FROM_PHONE_AGENT] 신분증 번호 310101199001011234</text>
<text x="42" y="490" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">컴퓨터 → 전화</text>
<text x="210" y="490" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[FROM_COMPUTER_AGENT] 양식 제출 완료, 등록 성공</text>
<text x="390" y="510" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">핵심: 두 에이전트가 독립된 ReAct 루프를 병렬 실행하며 서로 막지 않음</text>
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<text x="390" y="99" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">동적 생성 · 실시간 모니터링 · 연쇄 종료</text>
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<text x="106" y="176" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Agent 1</text>
<text x="106" y="195" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">cs.edu.cn</text>
<text x="106" y="215" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">교수 명단 검색</text>
<text x="106" y="235" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">검색 중... ◎</text>
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<text x="248" y="176" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Agent 2</text>
<text x="248" y="195" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">math.edu.cn</text>
<text x="248" y="215" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">교수 명단 검색</text>
<text x="248" y="235" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">찾지 못함 ✗</text>
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<text x="390" y="195" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">phys.edu.cn</text>
<text x="390" y="215" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">교수 명단 검색</text>
<text x="390" y="235" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">찾음! ✓</text>
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<text x="532" y="176" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Agent 4</text>
<text x="532" y="195" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">chem.edu.cn</text>
<text x="532" y="215" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">교수 명단 검색</text>
<text x="532" y="235" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">종료됨 ⊘</text>
<line x1="390" y1="122" x2="532" y2="158" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<rect x="609" y="160" width="130" height="95" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="674" y="176" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Agent 5 … 10</text>
<text x="674" y="195" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">…(총 10개)</text>
<text x="674" y="215" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">교수 명단 검색</text>
<text x="674" y="235" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">종료됨 ⊘</text>
<line x1="390" y1="122" x2="674" y2="158" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<rect x="30" y="280" width="720" height="120" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="390" y="298" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">연쇄 종료 타임라인</text>
<text x="100" y="322" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">t=0s</text>
<text x="100" y="338" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">에이전트 10개 시작</text>
<text x="100" y="353" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;Zhang Wei&quot; 병렬 검색</text>
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<text x="240" y="322" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">t=12s</text>
<text x="240" y="338" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Agent 2 완료</text>
<text x="240" y="353" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">찾지 못함 → 종료</text>
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<text x="380" y="322" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">t=18s</text>
<text x="380" y="338" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Agent 3이 찾음!</text>
<text x="380" y="353" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">target_found 전송</text>
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<text x="520" y="322" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">t=18.1s</text>
<text x="520" y="338" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">관리자가 terminate를</text>
<text x="520" y="353" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">나머지 에이전트에 전파</text>
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<text x="670" y="322" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">t=19s</text>
<text x="670" y="338" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">모두 종료 확인</text>
<text x="670" y="353" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">결과 집계·반환</text>
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<text x="50" y="460" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">이름: Zhang Wei 소속: 물리학부</text>
<text x="50" y="476" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">직위: 교수 분야: 양자 컴퓨팅</text>
<text x="50" y="492" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">이메일: zhangwei@phys.edu.cn</text>
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<text x="420" y="462" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">직렬: 사이트 10개 × 30s = 약 5분</text>
<text x="420" y="480" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">병렬: 18초 검색 + 종료 1초 = 19초</text>
<text x="420" y="498" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">속도 향상: ~15×(연쇄 종료 최적화 포함)</text>
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<text x="34" y="97" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">입력: 사용자 요구 사항 설명</text>
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<text x="40" y="127" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">출력:</text>
<text x="40" y="143" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">기능 목록 + 우선순위</text>
<text x="40" y="159" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">사용자 스토리(5개)</text>
<text x="40" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">인수 조건</text>
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<text x="101" y="238" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central">docs/PRD.md</text>
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<rect x="198" y="55" width="150" height="230" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="273" y="75" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">아키텍트</text>
<text x="206" y="97" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">입력: PRD.md</text>
<rect x="206" y="113" width="134" height="68" rx="3" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="212" y="127" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">출력:</text>
<text x="212" y="143" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">기술 스택: FastAPI+React</text>
<text x="212" y="159" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">API 규격(OpenAPI)</text>
<text x="212" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">데이터베이스 스키마</text>
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<text x="273" y="238" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central">docs/design.md</text>
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<rect x="370" y="55" width="150" height="230" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="445" y="75" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">프로젝트 관리자</text>
<text x="378" y="97" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">입력: design.md</text>
<rect x="378" y="113" width="134" height="68" rx="3" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="384" y="127" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">출력:</text>
<text x="384" y="143" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">업무 목록 + 분담</text>
<text x="384" y="159" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">파일 단위 할당</text>
<text x="384" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">모듈 의존 순서</text>
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<text x="445" y="238" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central">docs/tasks.md</text>
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<rect x="542" y="55" width="150" height="230" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="617" y="75" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">엔지니어 ×3</text>
<text x="550" y="97" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">입력: tasks.md + design.md</text>
<rect x="550" y="113" width="134" height="68" rx="3" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="556" y="127" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">출력:</text>
<text x="556" y="143" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">모듈 A: 사용자 서비스</text>
<text x="556" y="159" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">모듈 B: 주문 서비스</text>
<text x="556" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">모듈 C: 결제 서비스</text>
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<text x="617" y="238" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central">src/*.py</text>
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<rect x="714" y="55" width="150" height="230" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="789" y="75" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">QA 엔지니어</text>
<text x="722" y="97" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">입력: src/ + PRD.md</text>
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<text x="728" y="127" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">출력:</text>
<text x="728" y="143" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">단위 테스트(pytest)</text>
<text x="728" y="159" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">통합 테스트(API)</text>
<text x="728" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">버그 보고서 → 엔지니어</text>
<rect x="722" y="223" width="134" height="30" rx="12" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="789" y="238" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central">docs/test_report.md</text>
<path d="M 789,293 Q 703,346 617,293" fill="none" stroke="#333333" stroke-width="2" stroke-dasharray="8,4" marker-end="url(#ah)"/>
<text x="703" y="300" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">버그 수정</text>
<rect x="30" y="335" width="830" height="50" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="445" y="351" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">공유 프로젝트 디렉터리</text>
<text x="445" y="371" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central">docs/PRD.md docs/design.md docs/tasks.md src/*.py docs/test_report.md</text>
<rect x="30" y="400" width="830" height="130" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="445" y="418" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">MetaGPT 핵심 설계</text>
<text x="42" y="442" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ 표준화된 문서</text>
<text x="180" y="442" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">각 역할은 고정 형식으로 출력 — 후속 역할은 형식만 알면 되고 이전 추론은 불필요</text>
<text x="42" y="466" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ 인터페이스 분리</text>
<text x="180" y="466" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">제품 관리자를 더 강한 모델로 바꿔도 PRD 형식만 지키면 후속 역할은 변경 없음</text>
<text x="42" y="490" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ 관리자 없음</text>
<text x="180" y="490" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">제어권은 DAG를 따라 이동: Product Mgr→Architect→Project Mgr→Engineer→QA</text>
<text x="42" y="514" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">▸ 예외 경로</text>
<text x="180" y="514" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">QA 테스트 실패 → 모듈별 버그 보고서를 엔지니어에 전달 → 반복 수정</text>
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<text x="117" y="132" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">출력: 구조화된 요구 사항 문서</text>
<text x="117" y="148" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">spec.json</text>
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<text x="299" y="100" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">아키텍처 설계</text>
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<text x="299" y="148" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">design.md</text>
<text x="299" y="182" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">완료 후 핸드오프 →</text>
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<text x="481" y="100" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">코드 구현</text>
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<text x="481" y="132" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">출력: 소스 코드</text>
<text x="481" y="148" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">src/*.py</text>
<text x="481" y="182" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">완료 후 핸드오프 →</text>
<line x1="565" y1="125" x2="579" y2="125" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="583" y="60" width="160" height="130" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="663" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Agent D</text>
<text x="663" y="100" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">테스트 및 검증</text>
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<text x="663" y="132" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">출력: 테스트 보고서</text>
<text x="663" y="148" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">test_report.md</text>
<text x="663" y="182" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">완료 후 핸드오프 →</text>
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<text x="390" y="233" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">핸드오프 내용(Agent A → Agent B 예시)</text>
<text x="42" y="253" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">트리거 조건:</text>
<text x="190" y="253" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">A가 요구 사항 문서 완료 → is_complete=True</text>
<text x="42" y="269" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">대상 에이전트:</text>
<text x="190" y="269" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">target=&quot;architect&quot; (Agent B)</text>
<text x="42" y="285" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">전달 내용:</text>
<text x="190" y="285" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">files=[&quot;spec.json&quot;] + summary=&quot;전자상거래: 마이크로서비스 3개, REST API&quot;</text>
<text x="42" y="301" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">핸드오프 후 상태:</text>
<text x="190" y="301" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">status=&quot;종료&quot; (자원 해제, 대기하지 않음)</text>
<rect x="30" y="330" width="340" height="100" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="200" y="348" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">탈중앙화의 장점</text>
<text x="48" y="372" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">✓ 중앙 관리자가 모든 역할을 알 필요 없음</text>
<text x="48" y="392" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">✓ 책임 경계 명확 · 인터페이스 분리</text>
<text x="48" y="412" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">✓ 완료 즉시 종료 · 상주 자원 해제</text>
<rect x="400" y="330" width="350" height="100" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="575" y="348" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">탈중앙화의 한계</text>
<text x="418" y="372" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">✗ 전역 최적화 관점 부족</text>
<text x="418" y="392" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">✗ 예외 처리 어려움(중앙 조율 없음)</text>
<text x="418" y="412" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">✗ 흐름 고정 · 동적 조정 어려움</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 480" width="820" height="480" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
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<text x="410" y="69" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">▼ 하나의 컨텍스트가 이어짐 — 단계 간 대화 기록을 완전히 보존 ▼</text>
<rect x="24" y="100" width="248" height="380" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="148" y="122" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">단계 1</text>
<text x="148" y="142" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">요구 사항 분석가</text>
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<text x="40" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">시스템 프롬프트</text>
<text x="40" y="192" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">&quot;요구 사항을 충분히 파악하세요.</text>
<text x="40" y="208" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">구현을 서두르지 말고</text>
<text x="40" y="224" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">질문과 확인에 집중하세요.&quot;</text>
<rect x="32" y="258" width="232" height="78" rx="3" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<text x="40" y="272" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">도구 집합</text>
<text x="40" y="290" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">ask_clarifying_question(q)</text>
<text x="40" y="310" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">save_requirement(k, v)</text>
<text x="40" y="328" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">complete_req_analysis()</text>
<rect x="32" y="390" width="232" height="48" rx="12" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="148" y="406" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">전환 트리거</text>
<text x="148" y="424" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#ffffff" text-anchor="middle" dominant-baseline="central">complete_req_analysis()</text>
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<rect x="290" y="100" width="248" height="380" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="414" y="122" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">단계 2</text>
<text x="414" y="142" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">소프트웨어 엔지니어</text>
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<text x="306" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">시스템 프롬프트</text>
<text x="306" y="192" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">&quot;확정된 요구 사항에 따라</text>
<text x="306" y="208" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">고품질 Python 코드를 작성하고</text>
<text x="306" y="224" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">모듈화·오류 처리 원칙을 따르세요.&quot;</text>
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<text x="306" y="272" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">도구 집합</text>
<text x="306" y="290" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">write_file(path, content)</text>
<text x="306" y="310" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">read_file(path)</text>
<text x="306" y="328" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">execute_code(code)</text>
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<text x="414" y="406" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">전환 트리거</text>
<text x="414" y="424" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#ffffff" text-anchor="middle" dominant-baseline="central">submit_for_review()</text>
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<rect x="556" y="100" width="248" height="380" rx="6" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="680" y="122" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">단계 3</text>
<text x="680" y="142" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">코드 검토자</text>
<rect x="564" y="160" width="232" height="88" rx="3" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="572" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">시스템 프롬프트</text>
<text x="572" y="192" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">&quot;다각도로 코드 품질을 평가하세요:</text>
<text x="572" y="208" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">기능 정확성, 코딩 규칙,</text>
<text x="572" y="224" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">보안성을 비판적으로 검토하세요.&quot;</text>
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<text x="572" y="272" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">도구 집합</text>
<text x="572" y="290" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">run_linter(file)</text>
<text x="572" y="310" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">run_tests(file)</text>
<text x="572" y="328" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">analyze_complexity(file)</text>
<text x="410" y="506" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">역할 전환: 시스템 프롬프트와 도구 집합 갱신 · 대화 기록과 상태는 계속 보존</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 580" width="820" height="580" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="40" y="60" width="700" height="84" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="55" y="80" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">시스템 프롬프트(System Prompt)</text>
<text x="65" y="102" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;당신은 유용한 어시스턴트입니다. 반드시 간결하게 답하세요.&quot;</text>
<text x="65" y="124" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;사용자가 실시간 정보를 요청하면 도구를 사용하세요.&quot;</text>
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<text x="55" y="172" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">도구 정의(Tool Definitions)</text>
<text x="65" y="194" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">{&quot;name&quot;: &quot;web_search&quot;, &quot;description&quot;: &quot;웹 검색&quot;,</text>
<text x="65" y="216" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central"> &quot;parameters&quot;: {&quot;query&quot;: {&quot;type&quot;: &quot;string&quot;}}}</text>
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<text x="55" y="264" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">대화 기록(Conversation History)</text>
<text x="65" y="286" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">user: &quot;오늘 서울 날씨는 어때?&quot;</text>
<text x="65" y="308" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">assistant: [tool_call] → get_weather(&quot;서울&quot;)</text>
<text x="65" y="330" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">tool: {&quot;temp&quot;: &quot;23°C&quot;, &quot;conditions&quot;: &quot;맑음&quot;}</text>
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<text x="55" y="378" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">이번 라운드의 사고(Reasoning)</text>
<text x="65" y="400" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">&lt;think&gt;사용자가 날씨를 물었고 도구 결과도 얻었으므로,</text>
<text x="65" y="422" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">도구를 다시 호출하지 않고 바로 요약해 답할 수 있다.&lt;/think&gt;</text>
<rect x="40" y="450" width="700" height="62" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<text x="55" y="470" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">현재 생성 위치 →</text>
<text x="65" y="492" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">assistant: &quot;서울은 오늘 맑고 기온은 23°C입니다...&quot; ← LLM 생성 중</text>
<path d="M 748,60 C 768,60 768,281.0 773,286.0 C 768,291.0 768,512 748,512" fill="none" stroke="#333333" stroke-width="2"/>
<text x="755" y="274.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="18" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">컨텍스트</text>
<text x="755" y="298.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="18" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">창</text>
<rect x="100" y="535" width="620" height="50" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="410" y="552" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">창 크기: Qwen3 = 32K tokens | Claude = 200K | Gemini = 2M</text>
<text x="410" y="572" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">모든 콘텐츠를 토큰 스트림으로 직렬화 → Transformer 어텐션 메커니즘으로 처리</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 440" width="820" height="440" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<text x="40" y="70" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">요청 1</text>
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<text x="230" y="105" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">System Prompt + Tools (1200 tokens)</text>
<rect x="425" y="85" width="180" height="40" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="515" y="105" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">user: &quot;날씨는 어때?&quot;</text>
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<text x="695" y="105" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ 응답 생성</text>
<text x="40" y="155" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">요청 2</text>
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<text x="230" y="190" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">System Prompt + Tools(캐시 적중 ✓)</text>
<rect x="425" y="170" width="180" height="40" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="515" y="190" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">user: &quot;몇 시야?&quot;</text>
<rect x="610" y="170" width="170" height="40" rx="6" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="695" y="190" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ 응답 생성</text>
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<text x="230.0" y="137.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle">KV 재사용</text>
<text x="40" y="245" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">요청 3</text>
<text x="125" y="245" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">(시스템 프롬프트 변경)</text>
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<text x="240" y="280" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">System + Tools + &quot;Time: 10:30:45&quot;</text>
<rect x="445" y="260" width="160" height="40" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="525" y="280" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">user: &quot;날씨는 어때?&quot;</text>
<rect x="610" y="260" width="170" height="40" rx="6" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="695" y="280" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ 접미부 재계산 ✗</text>
<rect x="80" y="330" width="660" height="130" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="410" y="355" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">성능 비교(전체 컨텍스트 3,000 tokens)</text>
<line x1="100" y1="370" x2="720" y2="370" stroke="#999999" stroke-width="2"/>
<text x="230" y="390" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">캐시 적중</text>
<text x="490" y="390" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">접미부 캐시 무효화</text>
<line x1="100" y1="405" x2="720" y2="405" stroke="#999999" stroke-width="2"/>
<text x="130" y="425" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">TTFT</text>
<text x="230" y="425" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">약 0.5초</text>
<text x="490" y="425" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">3~5초</text>
<text x="130" y="450" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">비용</text>
<text x="230" y="450" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">새 토큰만 과금</text>
<text x="490" y="450" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">변경 지점 이후 토큰 재처리</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 525" width="820" height="525" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
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<text x="60" y="90" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">1계층: 메타데이터(시작 시 로드, 약 300 tokens)</text>
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<text x="70" y="130" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">skills: [{name: &quot;PPTX&quot;, desc: &quot;콘텐츠로 PowerPoint 프레젠테이션 생성&quot;}</text>
<text x="70" y="145" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central"> {name: &quot;PDF&quot;, desc: &quot;PDF 문서 추출 및 분석&quot;}, ...]</text>
<line x1="410" y1="162" x2="410" y2="185" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="430" y="173" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">업무 트리거: &quot;논문으로 PPT 만들어 줘&quot;</text>
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<text x="60" y="210" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">2계층: SKILL.md 핵심 절차(필요할 때 로드, 약 2K tokens)</text>
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<text x="70" y="250" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central">PPTX Skill 핵심 절차:</text>
<text x="70" y="272" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central">1. markitdown으로 텍스트 추출 → 2. PPTX 압축 해제 후 XML 접근</text>
<text x="70" y="294" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central">3. slide{N}.xml 콘텐츠 수정 → 4. .pptx로 다시 패키징</text>
<text x="70" y="316" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central">참조: → html2pptx.md | → reference.md | → scripts/</text>
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<text x="430" y="353" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">세부 방법 필요: &quot;HTML 템플릿으로 PPT 만들어 줘&quot;</text>
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<text x="60" y="390" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">3계층: 하위 문서(선택적으로 탐색, 필요할 때 로드)</text>
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<text x="167.5" y="433" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">html2pptx.md</text>
<text x="167.5" y="455" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">HTML 템플릿 → PPT</text>
<text x="167.5" y="473" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">전체 워크플로</text>
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<text x="402.5" y="433" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">reference.md</text>
<text x="402.5" y="455" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">XML 형식 규칙과</text>
<text x="402.5" y="473" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">기술 세부 사항</text>
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<text x="637.5" y="433" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">scripts/*.py</text>
<text x="637.5" y="455" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">실행 가능한 도구:</text>
<text x="637.5" y="473" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">thumbnail.py 등</text>
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<text x="410" y="538" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">메타데이터 고정 → KV Cache에 유리 | 동적 콘텐츠 추가 → 캐시 유지</text>
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<text x="62" y="94" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "system", content: "당신은 Claude Code 어시스턴트입니다..." }</text>
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<text x="62" y="130" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [Skill, Read, Bash, Edit, Write, ...]</text>
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<text x="590" y="112" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central">고정</text>
<text x="590" y="130" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central">(KV Cache)</text>
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<text x="62" y="174" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "user", content: "이 PDF로 PPT를 만들어 줘" }</text>
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<text x="62" y="214" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "user", isMeta: true,</text>
<text x="62" y="232" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central"> content: "&lt;system-reminder&gt;</text>
<text x="62" y="250" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central"> Available skills: pdf, pptx, ...&lt;/system-reminder&gt;" }</text>
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<text x="608" y="214" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#c9a227" text-anchor="start" dominant-baseline="central" font-weight="bold">ⓐ Skill 목록</text>
<text x="608" y="232" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central">Harness 1회 삽입</text>
<text x="608" y="250" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central">약 300 tokens</text>
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<text x="62" y="286" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "assistant", tool_calls: [Skill(skill: "pptx")] }</text>
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<text x="62" y="322" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "tool", content: "Launching skill: pptx" } ← 자리표시자</text>
<!-- Row 7: skill content (highlighted orange) -->
<rect x="50" y="346" width="500" height="64" rx="4" fill="#ffe4d9" stroke="#d46e4e" stroke-width="2.5"/>
<text x="62" y="362" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "user", isMeta: true,</text>
<text x="62" y="380" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central"> content: "Base directory: ...\n# PPTX Skill</text>
<text x="62" y="398" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central"> ## Workflow: 1. Use markitdown..." }</text>
<!-- Annotation B -->
<line x1="600" y1="378" x2="555" y2="378" stroke="#d46e4e" stroke-width="2" marker-end="url(#ah-o)"/>
<text x="608" y="362" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#a04830" text-anchor="start" dominant-baseline="central" font-weight="bold">ⓑ Skill 본문</text>
<text x="608" y="380" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central">Skill 도구가 1회 삽입</text>
<text x="608" y="398" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central">약 2K tokens</text>
<!-- Row 8: assistant Read tool_use -->
<rect x="50" y="418" width="500" height="32" rx="4" fill="#d9f0d9" stroke="#999999" stroke-width="1.5"/>
<text x="62" y="434" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "assistant", tool_calls: [Read(file: "input.pdf")] }</text>
<!-- Row 9: tool_result Read -->
<rect x="50" y="454" width="500" height="32" rx="4" fill="#fdf6e3" stroke="#999999" stroke-width="1.5"/>
<text x="62" y="470" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "tool", content: "...PDF 텍스트 내용..." }</text>
<!-- Row 10: assistant Write -->
<rect x="50" y="490" width="500" height="32" rx="4" fill="#d9f0d9" stroke="#999999" stroke-width="1.5"/>
<text x="62" y="506" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "assistant", tool_calls: [Write(file: "slides.html")] }</text>
<!-- Row 11: tool_result Write -->
<rect x="50" y="526" width="500" height="32" rx="4" fill="#fdf6e3" stroke="#999999" stroke-width="1.5"/>
<text x="62" y="542" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "tool", content: "Wrote 12345 bytes" }</text>
<!-- Bracket for "持续 append" -->
<path d="M 560,418 C 575,418 575,490 580,506 C 575,522 575,558 560,558" fill="none" stroke="#999999" stroke-width="1.5"/>
<text x="590" y="478" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central">이후 tool_use /</text>
<text x="590" y="496" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central">tool_result를</text>
<text x="590" y="514" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central">끝에 계속 추가</text>
<!-- Ellipsis -->
<text x="300" y="580" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#999999" text-anchor="middle" dominant-baseline="central">... 이후 라운드 ...</text>
<!-- Closing bracket -->
<text x="40" y="604" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">]</text>
<!-- Bottom note -->
<rect x="50" y="624" width="720" height="22" rx="4" fill="#f5f5f5" stroke="none"/>
<text x="410" y="635" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central">ⓐ와 ⓑ는 모두 1회 삽입: cache_creation 비용을 한 번 내면 캐시 접두부에 남고 이후 tool_use에도 이동하지 않음</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 860 500" width="860" height="500" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker></defs>
<!-- Column headers -->
<text x="145" y="62" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Turn 1 완료 시점</text>
<text x="400" y="62" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Turn 2 완료 시점</text>
<text x="655" y="62" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Turn 3 완료 시점</text>
<text x="145" y="82" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central">(PPTX skill 최초 로드)</text>
<text x="400" y="82" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central">(PDF 파일 읽기)</text>
<text x="655" y="82" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central">(HTML 쓰기)</text>
<!-- Column dividers -->
<line x1="270" y1="55" x2="270" y2="430" stroke="#dddddd" stroke-width="1"/>
<line x1="525" y1="55" x2="525" y2="430" stroke="#dddddd" stroke-width="1"/>
<!-- ===================================================== -->
<!-- Helper: 11 rows of fixed labels positioned at y = 100 + i*24 -->
<!-- Row labels: -->
<!-- 0: system (NEW T1, HIT T2, HIT T3) -->
<!-- 1: tools (NEW T1, HIT T2, HIT T3) -->
<!-- 2: user_q1 (NEW T1, HIT T2, HIT T3) -->
<!-- 3: ★ skill_listing (NEW T1, HIT T2, HIT T3) -->
<!-- 4: asst: Skill(pptx) (NEW T1, HIT T2, HIT T3) -->
<!-- 5: tool_result (NEW T1, HIT T2, HIT T3) -->
<!-- 6: ★ skill_content (NEW T1, HIT T2, HIT T3) -->
<!-- 7: asst: Read(pdf) (— T1, NEW T2, HIT T3) -->
<!-- 8: tool_result (— T1, NEW T2, HIT T3) -->
<!-- 9: asst: Write(html) (— T1, — T2, NEW T3) -->
<!-- 10: tool_result (— T1, — T2, NEW T3) -->
<!-- ===================================================== -->
<!-- ============== COLUMN 1: Turn 1 ============== -->
<!-- Rows 0-6: NEW (yellow) -->
<rect x="25" y="100" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="111" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" dominant-baseline="central">system</text>
<text x="258" y="111" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">NEW</text>
<rect x="25" y="124" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="135" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" dominant-baseline="central">tools</text>
<text x="258" y="135" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">NEW</text>
<rect x="25" y="148" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="159" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" dominant-baseline="central">user_q1</text>
<text x="258" y="159" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">NEW</text>
<rect x="25" y="172" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="183" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" dominant-baseline="central">★ skill_listing</text>
<text x="258" y="183" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">NEW</text>
<rect x="25" y="196" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="207" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" dominant-baseline="central">asst: Skill(pptx)</text>
<text x="258" y="207" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">NEW</text>
<rect x="25" y="220" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="231" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" dominant-baseline="central">tool_result</text>
<text x="258" y="231" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">NEW</text>
<rect x="25" y="244" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="33" y="255" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" dominant-baseline="central">★ skill_content</text>
<text x="258" y="255" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">NEW</text>
<!-- Rows 7-10: future (dashed empty) -->
<rect x="25" y="268" width="240" height="22" rx="3" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<rect x="25" y="292" width="240" height="22" rx="3" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<rect x="25" y="316" width="240" height="22" rx="3" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<rect x="25" y="340" width="240" height="22" rx="3" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<!-- Column 1 footer: cost -->
<rect x="25" y="378" width="240" height="44" rx="4" fill="#fff8e1" stroke="#e6a817" stroke-width="1.5"/>
<text x="145" y="392" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">이번 라운드의 cache_creation</text>
<text x="145" y="410" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#a06a00" text-anchor="middle" dominant-baseline="central" font-weight="bold">≈ 2.5k tokens</text>
<!-- ============== COLUMN 2: Turn 2 ============== -->
<!-- Rows 0-6: CACHED (gray) -->
<rect x="280" y="100" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="111" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">system</text>
<text x="513" y="111" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="280" y="124" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="135" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">tools</text>
<text x="513" y="135" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="280" y="148" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="159" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">user_q1</text>
<text x="513" y="159" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="280" y="172" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="183" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">★ skill_listing</text>
<text x="513" y="183" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="280" y="196" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="207" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">asst: Skill(pptx)</text>
<text x="513" y="207" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="280" y="220" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="231" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">tool_result</text>
<text x="513" y="231" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="280" y="244" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="288" y="255" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">★ skill_content</text>
<text x="513" y="255" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<!-- Rows 7-8: NEW (yellow) -->
<rect x="280" y="268" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="288" y="279" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" dominant-baseline="central">asst: Read(pdf)</text>
<text x="513" y="279" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">NEW</text>
<rect x="280" y="292" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="288" y="303" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" dominant-baseline="central">tool_result</text>
<text x="513" y="303" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">NEW</text>
<!-- Rows 9-10: future (dashed) -->
<rect x="280" y="316" width="240" height="22" rx="3" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<rect x="280" y="340" width="240" height="22" rx="3" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<!-- Column 2 footer: cost -->
<rect x="280" y="378" width="240" height="44" rx="4" fill="#fff8e1" stroke="#e6a817" stroke-width="1.5"/>
<text x="400" y="392" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">이번 라운드의 cache_creation</text>
<text x="400" y="410" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#a06a00" text-anchor="middle" dominant-baseline="central" font-weight="bold">≈ 0.5k tokens</text>
<!-- ============== COLUMN 3: Turn 3 ============== -->
<!-- Rows 0-8: CACHED (gray) -->
<rect x="535" y="100" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="111" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">system</text>
<text x="768" y="111" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="124" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="135" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">tools</text>
<text x="768" y="135" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="148" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="159" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">user_q1</text>
<text x="768" y="159" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="172" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="183" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">★ skill_listing</text>
<text x="768" y="183" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="196" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="207" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">asst: Skill(pptx)</text>
<text x="768" y="207" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="220" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="231" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">tool_result</text>
<text x="768" y="231" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="244" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="255" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">★ skill_content</text>
<text x="768" y="255" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
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<text x="543" y="279" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">asst: Read(pdf)</text>
<text x="768" y="279" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<rect x="535" y="292" width="240" height="22" rx="3" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="543" y="303" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#777777" dominant-baseline="central">tool_result</text>
<text x="768" y="303" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#666666" text-anchor="end" dominant-baseline="central">HIT</text>
<!-- Rows 9-10: NEW (yellow) -->
<rect x="535" y="316" width="240" height="22" rx="3" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="543" y="327" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" dominant-baseline="central">asst: Write(html)</text>
<text x="768" y="327" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">NEW</text>
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<text x="543" y="351" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" dominant-baseline="central">tool_result</text>
<text x="768" y="351" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', sans-serif" font-size="10" fill="#c9a227" text-anchor="end" dominant-baseline="central" font-weight="bold">NEW</text>
<!-- Column 3 footer: cost -->
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<text x="655" y="392" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">이번 라운드의 cache_creation</text>
<text x="655" y="410" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#a06a00" text-anchor="middle" dominant-baseline="central" font-weight="bold">≈ 0.4k tokens</text>
<!-- Legend -->
<rect x="40" y="450" width="20" height="14" rx="2" fill="#fff3cd" stroke="#e6a817" stroke-width="1.5"/>
<text x="68" y="457" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#333333" dominant-baseline="central">NEW = 이번 라운드에 추가된 token, cache_creation 1회 과금</text>
<rect x="40" y="472" width="20" height="14" rx="2" fill="#f0f0f0" stroke="#aaaaaa" stroke-width="1"/>
<text x="68" y="479" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#333333" dominant-baseline="central">HIT = 캐시 접두부에 있어 이번 라운드는 무료 적중</text>
<rect x="40" y="494" width="20" height="14" rx="2" fill="none" stroke="#cccccc" stroke-width="1" stroke-dasharray="4,3"/>
<text x="68" y="501" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#333333" dominant-baseline="central">— 이번 라운드에서 아직 생성되지 않은 콘텐츠</text>
<text x="450" y="479" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#666666" dominant-baseline="central">★는 1회 삽입 attachment: Turn 1에서 cache_creation을 한 번만 과금하고,</text>
<text x="450" y="497" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#666666" dominant-baseline="central">이후 모든 라운드에서 계속 HIT하여 한계비용이 0입니다.</text>
<!-- Bottom note about position -->
<text x="410" y="525" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-style="italic">주의: 각 메시지는 한번 삽입되면 인덱스 위치가 바뀌지 않으며 새 콘텐츠는 array 끝에만 추가됩니다.</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 920 540" width="920" height="540" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<text x="220.0" y="65" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">상태 표시줄 없음</text>
<text x="645.0" y="65" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">상태 표시줄 있음</text>
<rect x="30" y="90" width="385" height="35" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="38" y="107.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">system:</text>
<text x="120" y="107.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">System Prompt + Tools</text>
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<text x="38" y="145.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">user:</text>
<text x="120" y="145.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;Xfinity에 연락해 요금을 깎아 줘&quot;</text>
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<text x="38" y="183.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant:</text>
<text x="120" y="183.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">phone_call(Xfinity) → 1회</text>
<rect x="30" y="204" width="385" height="35" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="38" y="221.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">tool:</text>
<text x="120" y="221.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">결과: 45분 대기, 연결되지 않음</text>
<rect x="30" y="242" width="385" height="35" rx="4" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="38" y="259.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant:</text>
<text x="120" y="259.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">web_search(&quot;Xfinity deals&quot;)</text>
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<text x="38" y="297.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">tool:</text>
<text x="120" y="297.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">결과: [방대한 검색 내용...]</text>
<rect x="30" y="318" width="385" height="35" rx="4" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="38" y="335.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant:</text>
<text x="120" y="335.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">phone_call(Xfinity) → 2회</text>
<rect x="30" y="356" width="385" height="35" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="38" y="373.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">tool:</text>
<text x="120" y="373.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">결과: 연결됨, 월 $65 제시</text>
<rect x="30" y="394" width="385" height="35" rx="4" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="38" y="411.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant:</text>
<text x="120" y="411.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">phone_call(Xfinity) → 3회</text>
<rect x="30" y="432" width="385" height="35" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="38" y="449.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">tool:</text>
<text x="120" y="449.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">결과: 월 $59로 인하 확인</text>
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<text x="38" y="487.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">user:</text>
<text x="120" y="487.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;한 번 더 전화해서 재촉해 줄래?&quot;</text>
<text x="220.0" y="523" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ 모델이 전체 컨텍스트를 훑어 통화 횟수를</text>
<text x="220.0" y="543" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">직접 세야 하므로 틀리기 쉬움</text>
<rect x="455" y="90" width="385" height="35" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="463" y="107.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">system:</text>
<text x="540" y="107.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">System Prompt + Tools</text>
<rect x="455" y="128" width="385" height="35" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="463" y="145.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">user:</text>
<text x="540" y="145.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;Xfinity에 연락해 요금을 깎아 줘&quot;</text>
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<text x="463" y="211.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">...:</text>
<text x="540" y="211.0" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">[ 동일한 궤적 내용 ]</text>
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<text x="463" y="276.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">user:</text>
<text x="540" y="276.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;한 번 더 전화해서 재촉해 줄래?&quot;</text>
<rect x="455" y="297" width="385" height="130" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="465" y="315" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">&lt;agent_status&gt;</text>
<text x="470" y="337" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">phone_call 3회 호출 (Xfinity: 3)</text>
<text x="470" y="357" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">제약 확인: 상한 도달 (3/3) ✗</text>
<text x="470" y="377" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">TODO: [✓]Xfinity 연락 [✓]요금 인하 확인</text>
<text x="470" y="397" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">현재 시각: 2025-09-14 10:30</text>
<text x="470" y="417" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">현재 상태: 사용자 확인 대기</text>
<text x="815" y="417" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">&lt;/agent_status&gt;</text>
<text x="645.0" y="445" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ 모델이 정제된 상태를 바로 읽음</text>
<text x="645.0" y="465" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">제약을 정확히 지키고 더는 전화하지 않음</text>
<text x="435.0" y="300" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">VS</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 460" width="820" height="460" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<!-- messages array label -->
<text x="40" y="60" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">messages: [</text>
<!-- Row 1: system -->
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<text x="62" y="94" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "system", content: "당신은 통신사 고객 상담원입니다..." }</text>
<!-- Row 2: tools -->
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<text x="62" y="130" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">tools: [cancel_plan, query_records, ...]</text>
<!-- Bracket for "固定不变" -->
<path d="M 540,78 C 555,78 555,114 560,123 C 555,132 555,146 540,146" fill="none" stroke="#999999" stroke-width="1.5"/>
<text x="570" y="112" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central">고정</text>
<text x="570" y="130" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central">(KV Cache)</text>
<!-- Row 3: user message -->
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<text x="62" y="170" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "user", content: "요금제를 해지해 줘" }</text>
<!-- Row 4: assistant tool_calls -->
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<text x="62" y="206" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "assistant", tool_calls: [cancel_plan(...)] }</text>
<!-- Row 5: tool result -->
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<text x="62" y="242" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "tool", content: "이 요금제에는 약정 기간이 있습니다..." }</text>
<!-- Row 6: assistant text -->
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<text x="62" y="278" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "assistant", content: "고객님의 요금제는 약정 기간 중입니다..." }</text>
<!-- Ellipsis row -->
<text x="280" y="306" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central">... 이후 대화 라운드 ...</text>
<!-- Row 7: user follow-up -->
<rect x="50" y="322" width="480" height="32" rx="4" fill="#dce9f5" stroke="#999999" stroke-width="1.5"/>
<text x="62" y="338" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "user", content: "그럼 통화 기록을 조회해 줘" }</text>
<text x="570" y="338" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central">사용자의 후속 질문</text>
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<text x="62" y="380" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">{ role: "user", content: "&lt;agent_status&gt;</text>
<text x="62" y="398" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central"> 3/3회 호출 · TODO: 요금제 해지(진행 중)&lt;/agent_status&gt;" }</text>
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<text x="578" y="378" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#c9a227" text-anchor="start" dominant-baseline="central" font-weight="bold">에이전트 프레임워크가</text>
<text x="578" y="396" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#c9a227" text-anchor="start" dominant-baseline="central" font-weight="bold">삽입한 상태 표시줄</text>
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<text x="40" y="428" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">]</text>
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<text x="88" y="452" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">모델이 여기서부터 생성 시작</text>
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<text x="410" y="483" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central">← 모델 생성 위치에 바로 인접해 가장 높은 어텐션 가중치를 얻음</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 490" width="820" height="490" style="background:#ffffff">
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<text x="312.5" y="65" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">압축률</text>
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<text x="645.0" y="65" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">시각화(토큰 사용량 비교)</text>
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<text x="102" y="110" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">압축 없음</text>
<text x="225" y="110" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">166,043</text>
<text x="312" y="110" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">102.1%</text>
<text x="382" y="110" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">5</text>
<text x="462" y="110" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ 실패</text>
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<text x="102" y="172" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">개별 요약</text>
<text x="225" y="172" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">276,608</text>
<text x="312" y="172" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">10.9%</text>
<text x="382" y="172" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">12</text>
<text x="462" y="172" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ 성공</text>
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<text x="102" y="234" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">통합 요약</text>
<text x="225" y="234" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">93,449</text>
<text x="312" y="234" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">4.3%</text>
<text x="382" y="234" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">10</text>
<text x="462" y="234" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ 성공</text>
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<text x="102" y="296" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">컨텍스트 인식</text>
<text x="225" y="296" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">40,157</text>
<text x="312" y="296" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">3.0%</text>
<text x="382" y="296" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">7</text>
<text x="462" y="296" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ 성공</text>
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<text x="102" y="358" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">인식+인용</text>
<text x="225" y="358" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">222,992</text>
<text x="312" y="358" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">4.1%</text>
<text x="382" y="358" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">10</text>
<text x="462" y="358" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ 성공</text>
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<text x="102" y="420" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">적응형 창</text>
<text x="225" y="420" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">174,601</text>
<text x="312" y="420" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">102.4%</text>
<text x="382" y="420" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">7</text>
<text x="462" y="420" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ 성공</text>
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<rect x="28" y="273" width="764" height="48" rx="4" fill="none" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<rect x="100" y="470" width="620" height="45" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="410" y="485" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">컨텍스트 인식 압축: 비압축보다 토큰 76% 절감, 최소 반복 횟수 공동 1위</text>
<text x="410" y="505" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">핵심: 질의 의도와 기존 정보를 압축 결정에 반영</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 560" width="820" height="560" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<text x="410" y="58" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">검색당 평균 약 52K 문자를 반환 → 전략마다 다른 방식으로 처리</text>
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<text x="95.0" y="88.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">① 압축 없음</text>
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<text x="90" y="125" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">그대로 유지</text>
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<rect x="168" y="105" width="330" height="40" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="333" y="125" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">원문 전체를 컨텍스트에 삽입</text>
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<text x="653" y="125" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">166K tok · 102.1% · 실패</text>
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<text x="95.0" y="166.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">② 개별 요약</text>
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<text x="90" y="203" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">독립 요약</text>
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<rect x="168" y="183" width="330" height="40" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="333" y="203" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">결과마다 2~3문단 요약을 따로 생성</text>
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<rect x="516" y="183" width="275" height="40" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="653" y="203" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">277K tok · 10.9% · 12회</text>
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<text x="95.0" y="244.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ 통합 요약</text>
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<text x="90" y="281" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">병합 요약</text>
<line x1="152" y1="281" x2="165" y2="281" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="168" y="261" width="330" height="40" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="333" y="281" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">모든 결과를 연결한 뒤 한 번에 요약</text>
<line x1="500" y1="281" x2="513" y2="281" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="516" y="261" width="275" height="40" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="653" y="281" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">93K tok · 4.3% · 10회</text>
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<text x="95.0" y="322.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">④ 컨텍스트 인식</text>
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<text x="90" y="359" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">지능형 압축</text>
<line x1="152" y1="359" x2="165" y2="359" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="168" y="339" width="330" height="40" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="333" y="359" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Given query + context → 질의에 맞게 압축</text>
<line x1="500" y1="359" x2="513" y2="359" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="516" y="339" width="275" height="40" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="653" y="359" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">40K tok · 3.0% · 7회</text>
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<text x="95.0" y="400.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">⑤ 인식+인용</text>
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<text x="90" y="437" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">지능형+추적</text>
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<rect x="168" y="417" width="330" height="40" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="333" y="437" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">콘텐츠 압축 + URL 인용 마커 보존</text>
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<text x="425" y="329" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle">API</text>
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<text x="342.0" y="74.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">로컬 LLM 서비스</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 760 570" width="760" height="570" style="background:#ffffff">
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<text x="303.0" y="118" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">의</text>
<text x="303.0" y="143" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Key · 가중치 0.05</text>
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<text x="471.0" y="118" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">날씨</text>
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<text x="639.0" y="118" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">어때</text>
<text x="639.0" y="143" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Query(현재)</text>
<text x="380" y="192" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Query와 각 Key의 점수 계산 → 가중치로 정규화 → Value의 가중합(‘날씨’ 중점 참조)</text>
<text x="40" y="244" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">② 어텐션 히트맵: 각 단어는 자신과 앞의 단어만 볼 수 있음(인과 삼각형)</text>
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<text x="296.0" y="284" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">의</text>
<text x="360.0" y="284" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">날씨</text>
<text x="424.0" y="284" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">어때</text>
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<text x="232.0" y="332.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central">1.00</text>
<rect x="264" y="300" width="64" height="64" fill="#ffffff" stroke="#e0e0e0" stroke-width="1"/>
<rect x="328" y="300" width="64" height="64" fill="#ffffff" stroke="#e0e0e0" stroke-width="1"/>
<rect x="392" y="300" width="64" height="64" fill="#ffffff" stroke="#e0e0e0" stroke-width="1"/>
<text x="176" y="396.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">의</text>
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<text x="232.0" y="396.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central">0.30</text>
<rect x="264" y="364" width="64" height="64" fill="#555555" stroke="#ffffff" stroke-width="2"/>
<text x="296.0" y="396.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central">0.70</text>
<rect x="328" y="364" width="64" height="64" fill="#ffffff" stroke="#e0e0e0" stroke-width="1"/>
<rect x="392" y="364" width="64" height="64" fill="#ffffff" stroke="#e0e0e0" stroke-width="1"/>
<text x="176" y="460.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">날씨</text>
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<text x="232.0" y="460.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central">0.20</text>
<rect x="264" y="428" width="64" height="64" fill="#dcdcdc" stroke="#ffffff" stroke-width="2"/>
<text x="296.0" y="460.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central">0.10</text>
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<text x="360.0" y="460.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central">0.70</text>
<rect x="392" y="428" width="64" height="64" fill="#ffffff" stroke="#e0e0e0" stroke-width="1"/>
<text x="176" y="524.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">어때</text>
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<text x="232.0" y="524.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central">0.35</text>
<rect x="264" y="492" width="64" height="64" fill="#dcdcdc" stroke="#ffffff" stroke-width="2"/>
<text x="296.0" y="524.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central">0.05</text>
<rect x="328" y="492" width="64" height="64" fill="#888888" stroke="#ffffff" stroke-width="2"/>
<text x="360.0" y="524.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central">0.55</text>
<rect x="392" y="492" width="64" height="64" fill="#dcdcdc" stroke="#ffffff" stroke-width="2"/>
<text x="424.0" y="524.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central">0.05</text>
<text x="380" y="586" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">셀이 진할수록 어텐션이 집중됨 · 빈 상삼각형은 아직 생성되지 않은 단어를 볼 수 없음을 뜻함</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 30 900 260" width="900" height="260" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<text x="170" y="44" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">구조화된 API 메시지</text>
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<text x="44" y="84" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">system</text>
<text x="44" y="104" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">“당신은 유용한 어시스턴트입니다.”</text>
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<text x="44" y="154" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">user</text>
<text x="44" y="174" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">“오늘 서울 날씨는 어때?”</text>
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<text x="44" y="224" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">assistant</text>
<text x="44" y="244" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">(생성 대기)</text>
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<text x="375.0" y="158.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="12" fill="#666666" text-anchor="middle">Chat Template</text>
<text x="640" y="44" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">모델이 실제로 처리하는 선형 토큰 스트림</text>
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<text x="430" y="82.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">&lt;|im_start|&gt;system</text>
<text x="430" y="103.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">당신은 유용한 어시스턴트입니다.&lt;|im_end|&gt;</text>
<text x="430" y="124.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">&lt;|im_start|&gt;user</text>
<text x="430" y="145.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">오늘 서울 날씨는 어때?&lt;|im_end|&gt;</text>
<text x="430" y="166.5" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">&lt;|im_start|&gt;assistant</text>
<text x="645" y="254" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">특수 마커로 역할과 메시지 경계를 구분해 하나의 연속된 시퀀스로 연결</text>
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book-ko/images/fig2-9.svg
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 900 280" width="900" height="280" style="background:#ffffff">
<style>text{font-family:'Noto Sans CJK KR','Apple SD Gothic Neo','Malgun Gothic',Arial,sans-serif}</style>
<defs>
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<!-- Left section: API layer -->
<text x="200" y="24" font-size="15" fill="#333333" text-anchor="middle" font-weight="bold">API 계층(개발자에게 보이는 형태)</text>
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<!-- System message -->
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<text x="50" y="80" font-size="14" fill="#555555" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">{ </text>
<text x="68" y="80" font-size="14" fill="#0b7285" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">"role"</text>
<text x="128" y="80" font-size="14" fill="#555555" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">: </text>
<text x="144" y="80" font-size="14" fill="#c92a2a" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">"system"</text>
<text x="224" y="80" font-size="14" fill="#555555" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">,</text>
<text x="68" y="104" font-size="14" fill="#0b7285" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">"content"</text>
<text x="148" y="104" font-size="14" fill="#555555" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">: </text>
<text x="164" y="104" font-size="14" fill="#c92a2a" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR',monospace">"당신은 어시스턴트입니다"</text>
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<!-- User message -->
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<text x="50" y="177" font-size="14" fill="#555555" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">{ </text>
<text x="68" y="177" font-size="14" fill="#0b7285" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">"role"</text>
<text x="128" y="177" font-size="14" fill="#555555" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">: </text>
<text x="144" y="177" font-size="14" fill="#c92a2a" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">"user"</text>
<text x="208" y="177" font-size="14" fill="#555555" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">,</text>
<text x="68" y="201" font-size="14" fill="#0b7285" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">"content"</text>
<text x="148" y="201" font-size="14" fill="#555555" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">: </text>
<text x="164" y="201" font-size="14" fill="#c92a2a" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR',monospace">"안녕하세요"</text>
<text x="250" y="201" font-size="14" fill="#555555" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace"> }</text>
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<text x="680" y="24" font-size="15" fill="#333333" text-anchor="middle" font-weight="bold">모델 계층(Chat Template 변환 후)</text>
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<!-- Token line 1: <|im_start|>system -->
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<text x="565" y="66" font-size="12" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">&lt;|im_start|&gt;</text>
<text x="645" y="66" font-size="14" fill="#333333" dominant-baseline="central">system</text>
<!-- Token line 2: assistant instruction + <|im_end|> -->
<text x="490" y="98" font-size="14" fill="#333333" dominant-baseline="central">당신은 어시스턴트입니다</text>
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<text x="740" y="97" font-size="12" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">&lt;|im_end|&gt;</text>
<!-- Token line 3: <|im_start|>user -->
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<text x="565" y="129" font-size="12" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">&lt;|im_start|&gt;</text>
<text x="645" y="129" font-size="14" fill="#333333" dominant-baseline="central">user</text>
<!-- Token line 4: greeting + <|im_end|> -->
<text x="490" y="161" font-size="14" fill="#333333" dominant-baseline="central">안녕하세요</text>
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<text x="630" y="160" font-size="12" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">&lt;|im_end|&gt;</text>
<!-- Token line 5: <|im_start|>assistant -->
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<text x="565" y="192" font-size="12" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-family="'Noto Sans Mono CJK KR','Noto Sans CJK KR','Apple SD Gothic Neo',monospace">&lt;|im_start|&gt;</text>
<text x="645" y="192" font-size="14" fill="#333333" dominant-baseline="central">assistant</text>
<!-- Token line 6: generation starts here -->
<text x="490" y="226" font-size="13" fill="#888888" dominant-baseline="central">(모델이 여기서부터 생성을 시작)</text>
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<text x="215.0" y="55.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">비에이전트형 RAG</text>
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<text x="215.0" y="132" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">사용자 질의</text>
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<rect x="80" y="174" width="270" height="44" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="215.0" y="196" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">검색(1회)</text>
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<rect x="80" y="238" width="270" height="44" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="215.0" y="260" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">곧바로 답변 생성</text>
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<text x="685.0" y="55.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">에이전트형 RAG(Agentic)</text>
<text x="685.0" y="81.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="18" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">에이전트가 ReAct로 반복 검색 주도</text>
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<text x="685.0" y="132" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">사고: 요구 분석 · 키워드 선정</text>
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<rect x="530" y="174" width="310" height="44" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="685.0" y="196" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">행동: 검색 도구 호출</text>
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<rect x="530" y="238" width="310" height="44" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="685.0" y="260" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">관찰: 정보가 충분한가?</text>
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<text x="862" y="228.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">부족</text>
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<text x="685.0" y="344" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">충분 → 종합하여 답변 생성</text>
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book-ko/images/fig3-13.svg
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<rect x="220" y="55" width="440" height="200" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<text x="440" y="78" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">에이전트(ReAct 루프)</text>
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<text x="330.0" y="122.5" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">① 사고(Thought)</text>
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<text x="550.0" y="122.5" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">② 행동(Action)</text>
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<text x="440.0" y="202.5" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ 관찰(Observation)</text>
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<line x1="640" y1="130" x2="530" y2="178" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<line x1="350" y1="202" x2="280" y2="145" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="430" y="165" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">정보가 충분할 때까지 반복</text>
<rect x="20" y="95" width="160" height="55" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="100.0" y="122.5" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">사용자 질의</text>
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<rect x="700" y="95" width="160" height="55" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="780.0" y="122.5" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">최종 답변</text>
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<rect x="100" y="290" width="680" height="85" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="440" y="312" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">도구 계층</text>
<rect x="120" y="330" width="220" height="35" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="230.0" y="347" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central">knowledge_base_search</text>
<rect x="370" y="330" width="140" height="35" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="440.0" y="347" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central">web_search</text>
<rect x="540" y="330" width="160" height="35" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="620.0" y="347" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central">code_interpreter</text>
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<line x1="440" y1="288" x2="440" y2="255" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="100" y="400" width="680" height="85" rx="6" fill="#ffffff" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="440" y="420" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">지식 베이스 백엔드(교체 가능)</text>
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<text x="210.0" y="449" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">retrieval-pipeline</text>
<text x="210.0" y="466" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">혼합 검색</text>
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<text x="430.0" y="449" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">structured-index</text>
<text x="430.0" y="466" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">RAPTOR/GraphRAG</text>
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<text x="650.0" y="449" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">contextual-retrieval</text>
<text x="650.0" y="466" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">컨텍스트 인식</text>
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</svg>
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book-ko/images/fig3-14.svg
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 390" width="880" height="390" style="background:#ffffff">
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<text x="220" y="78" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">기존 분할(컨텍스트 없음)</text>
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<text x="50" y="112" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">이 회사의 2분기 매출은 3% 증가했으며,</text>
<text x="50" y="132" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">주로 신제품군이 성장을 이끌었다.</text>
<text x="220" y="170" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">질문: &quot;이 회사&quot;는 어디이며 몇 년도인가?</text>
<text x="220" y="195" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ 무관한 회사의 매출 데이터까지 다수 검색</text>
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<text x="660" y="78" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">컨텍스트 인식 분할</text>
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<text x="490" y="113" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">[ACME 2025년 2분기 실적 · 핵심 지표]</text>
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<text x="490" y="148" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">이 회사의 2분기 매출은 3% 증가했으며,</text>
<text x="490" y="168" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">주로 신제품군이 성장을 이끌었다.</text>
<text x="660" y="200" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ ACME + 2분기 + 매출 증가를 정확히 일치</text>
<text x="440" y="140" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="24" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">→</text>
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<text x="440.0" y="275" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">색인 단계: LLM이 컨텍스트 접두사 생성</text>
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<text x="120.0" y="327.5" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">원본 문서</text>
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<rect x="250" y="300" width="180" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="340.0" y="327.5" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">분할</text>
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<text x="560.0" y="317.9" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">LLM 접두사 생성</text>
<text x="560.0" y="338.7" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">(프롬프트 캐싱)</text>
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<text x="50" y="138" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">CAIL2018 데이터셋</text>
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<text x="440" y="293" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">2단계: 요인 분석과 지식 모델링</text>
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<text x="380" y="330" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">KMeans 군집화</text>
<text x="380" y="354" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;사건 원형&quot; 발견</text>
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<text x="620" y="330" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">요인 중요도 모델</text>
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<text x="48" y="150" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;사용자 이메일:</text>
<text x="48" y="172" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central"> john@x.com&quot;</text>
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<text x="272" y="172" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">선임 엔지니어,</text>
<text x="272" y="194" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">5명 추천팀 담당…&quot;</text>
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<text x="496" y="150" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">work.position</text>
<text x="496" y="172" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central"> .title = …</text>
<text x="496" y="194" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">(범주→키·값)</text>
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<text x="720" y="150" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">+ backstory</text>
<text x="720" y="172" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">+ person</text>
<text x="720" y="194" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">+ relationship</text>
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<text x="779" y="98" text-anchor="middle" class="label">DELETE · NOOP</text>
<text x="460" y="133" text-anchor="middle" class="detail">Conflicts resolved at write time; old facts may be overwritten or deleted</text>
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<text x="28" y="194" class="title">v3 (April 2026)</text>
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<text x="255" y="258" text-anchor="middle" class="detail">single pass</text>
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<text x="432" y="258" text-anchor="middle" class="detail">preserve history</text>
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<text x="643" y="258" text-anchor="middle" class="detail">semantic · BM25 · entity · time</text>
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<text x="835" y="258" text-anchor="middle" class="detail">ranked facts</text>
<text x="460" y="299" text-anchor="middle" class="detail">LoCoMo 71.4 → 92.5 (+21.1) · LongMemEval 67.8 → 94.4 (+26.6)</text>
<text x="460" y="323" text-anchor="middle" class="detail">History is preserved; relevance and time resolve conflicts during retrieval</text>
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<line x1="460" y1="164" x2="460" y2="246" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<line x1="460" y1="246" x2="470" y2="164" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<line x1="720" y1="168" x2="510" y2="246" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<line x1="490" y1="246" x2="700" y2="164" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<text x="250" y="210" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">선택적으로 저장 ↑</text>
<text x="560" y="210" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">↓ 필요할 때 활성화</text>
<text x="460" y="60" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">장기 메모리(세션 간 유지)</text>
<text x="460" y="372" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">작업·장기 메모리의 동적 상호작용: 중요 정보는 선택적으로 저장하고 관련 메모리는 필요할 때 활성화</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 400" width="880" height="400" style="background:#ffffff">
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<text x="330.0" y="92.5" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="17" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">② 검색(Retrieval)</text>
<text x="330" y="140" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">밀집 검색 + BM25</text>
<text x="330" y="160" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ Top-K 텍스트 조각</text>
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<text x="30" y="278" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">《형법》 제232조: 고의로 살인한 자는 사형,</text>
<text x="30" y="298" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">무기징역 또는 10년 이상의 유기징역...</text>
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<text x="450" y="278" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">다음 법조문을 바탕으로 답하세요:</text>
<text x="450" y="298" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">[《형법》 제232조...] 질문: 고의살인죄의 형량은?</text>
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<text x="30" y="390" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">《형법》 제232조에 따라 고의살인죄는 사형, 무기징역 또는 10년 이상의 유기징역에 처합니다.</text>
<text x="30" y="412" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">사안이 경미하면 3년 이상 10년 이하의 유기징역에 처합니다.</text>
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<text x="255.0" y="180" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">전역 통계</text>
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<text x="430.0" y="60" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">BERT</text>
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<text x="605.0" y="180" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">문장 수준 임베딩</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 800 340" width="800" height="340" style="background:#ffffff">
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<text x="60" y="75" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central">Score(Q,D) = Σ IDF(qi) × TF(qi,D)×(k1+1) / (TF + k1×(1-b+b×|D|/avgdl))</text>
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<text x="400" y="148" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">역문서 빈도(IDF)</text>
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<text x="400" y="190" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">단어의 희소성 측정</text>
<text x="400" y="218" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;의&quot; → IDF ≈ 0</text>
<text x="400" y="246" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;양형&quot; → IDF ≈ 5.2</text>
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<text x="650" y="148" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">길이 정규화(b)</text>
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<text x="650" y="190" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">b ∈ [0,1], 정규화 강도</text>
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<line x1="650" y1="290" x2="650" y2="315" stroke="#999999" stroke-width="2"/>
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<text x="400.0" y="339" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">최종 점수 = Σ [IDF × 길이 정규화를 거친 포화 TF]</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 1130 440" width="1130" height="440" style="background:#ffffff">
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<text x="110" y="73" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">사용자 질의</text>
<text x="110" y="93" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central">&quot;냥이 행동&quot;</text>
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<text x="330.0" y="75.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">밀집 검색</text>
<text x="330" y="118" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">의미 일치: 냥이 ≈ 고양이</text>
<text x="250" y="140" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">doc3: &quot;고양이 습성과 놀이...&quot;</text>
<text x="700" y="140" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">cos=0.87</text>
<text x="250" y="172" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">doc7: &quot;고양이 그루밍 습관...&quot;</text>
<text x="700" y="172" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">cos=0.82</text>
<text x="250" y="204" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">doc1: &quot;반려동물 돌봄 기초...&quot;</text>
<text x="700" y="204" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">cos=0.71</text>
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<rect x="240" y="250" width="180" height="50" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="330.0" y="275.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">희소 검색(BM25)</text>
<text x="330" y="318" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">정확히 일치: &quot;냥이&quot; 키워드</text>
<text x="250" y="340" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">doc5: &quot;냥이 화장실 훈련...&quot;</text>
<text x="700" y="340" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">BM25=8.4</text>
<text x="250" y="372" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">doc9: &quot;냥이 입양 안내...&quot;</text>
<text x="700" y="372" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">BM25=6.1</text>
<text x="250" y="404" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">doc2: &quot;새끼 고양이 건강 팁...&quot;</text>
<text x="700" y="404" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">BM25=3.2</text>
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<text x="660" y="181" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">에이전트 상태 표시줄(경량)</text>
<text x="660" y="197" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">사용 가능한 도구: web_search, get_weather...</text>
<text x="850" y="181" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">~200 tokens</text>
<rect x="460" y="215" width="400" height="40" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="660" y="231" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">User: discover_tools</text>
<text x="660" y="247" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;주가를 조회해야 해&quot;</text>
<rect x="460" y="260" width="400" height="55" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="660" y="276" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Tool Result</text>
<text x="660" y="292" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">get_stock_quote schema 반환</text>
<text x="850" y="276" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">도구 정의 위치</text>
<rect x="460" y="320" width="400" height="40" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="660" y="336" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">User Message</text>
<text x="660" y="352" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">NVDA 주가 조회</text>
<rect x="460" y="365" width="400" height="45" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="660" y="381" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">에이전트 상태 표시줄(갱신)</text>
<text x="660" y="397" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">+get_stock_quote 추가됨</text>
<text x="850" y="381" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">~220 tokens</text>
<rect x="460" y="420" width="400" height="40" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="660" y="440" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">System Prompt 유지 → KV Cache 완전 재사용</text>
<line x1="30" y1="475" x2="850" y2="475" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="250" y="495" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">비교 항목</text>
<text x="500" y="495" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">단순 방식</text>
<text x="740" y="495" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">최적화 방식</text>
<text x="250" y="523" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">캐시 적중률</text>
<text x="500" y="523" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">~0%(도구가 바뀔 때마다 무효화)</text>
<text x="740" y="523" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">~95%(hint만 소폭 변경)</text>
<text x="250" y="551" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">첫 토큰 지연</text>
<text x="500" y="551" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">높음(매번 50K tokens 재계산)</text>
<text x="740" y="551" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">낮음(약 200 tokens 증분 계산)</text>
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<text x="36" y="72" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">정적 접두부(바이트 단위 불변, KV Cache 지속 적중)</text>
<rect x="40" y="84" width="520" height="34" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="101" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">System Prompt</text>
<rect x="40" y="124" width="520" height="34" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="141" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">핵심 도구 정의: web_search, code_interpreter, tool_search</text>
<rect x="20" y="180" width="560" height="386" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="36" y="202" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">궤적(기존 내용은 그대로 두고 새 내용을 끝에 추가)</text>
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<text x="300.0" y="229.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">User: NVDA 주가 조회</text>
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<text x="300.0" y="265.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Assistant: tool_search_call(주가)</text>
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<text x="300.0" y="306.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">tool_search_output → get_stock_quote 전체 schema 주입</text>
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<text x="300.0" y="347.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Assistant: get_stock_quote 호출 → Tool Result</text>
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<text x="300.0" y="383.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">User: GitHub 저장소 기여자 분석</text>
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<text x="300.0" y="419.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Assistant: tool_search_call(GitHub)</text>
<rect x="40" y="440" width="520" height="40" rx="6" fill="#d8e8d8" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="460.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">tool_search_output → list_contributors 등 schema 주입</text>
<rect x="40" y="486" width="520" height="30" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="501.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Assistant: 호출 → Tool Result → 응답</text>
<rect x="40" y="522" width="520" height="30" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="300.0" y="537.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">…… 이번 라운드의 최신 콘텐츠</text>
<line x1="562" y1="306.0" x2="592" y2="306.0" stroke="#333333" stroke-width="2" stroke-dasharray="8,4" marker-end="url(#ah)"/>
<line x1="562" y1="460.0" x2="592" y2="460.0" stroke="#333333" stroke-width="2" stroke-dasharray="8,4" marker-end="url(#ah)"/>
<text x="600" y="294.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">최초 등장: prefill 1회(캐시에 기록)</text>
<text x="600" y="316.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">이후 일반 기록으로 캐시에 적중</text>
<text x="600" y="448.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">로드한 도구를 제거하거나 재정렬하면 안 됨</text>
<text x="600" y="470.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">그러면 변경 지점부터 캐시가 무효화됨</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 980 560" width="980" height="560" style="background:#ffffff">
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<text x="72" y="76" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">멀티플랫폼 메시지 게이트웨이(사용자 상호작용 계층)</text>
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<text x="194.0" y="100.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">WhatsApp</text>
<rect x="277.0" y="84" width="130" height="32" rx="16" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="342.0" y="100.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Telegram</text>
<rect x="425.0" y="84" width="130" height="32" rx="16" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="490.0" y="100.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">iMessage</text>
<rect x="573.0" y="84" width="130" height="32" rx="16" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="638.0" y="100.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Slack</text>
<rect x="721.0" y="84" width="130" height="32" rx="16" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="786.0" y="100.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">CLI</text>
<line x1="490.0" y1="126" x2="490.0" y2="158" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="502.0" y="134" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">자연어 요청</text>
<rect x="200" y="160" width="580" height="210" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<rect x="200" y="160" width="580" height="40" rx="6" fill="#666666" stroke="#333333" stroke-width="2"/>
<text x="490.0" y="180" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">코딩 에이전트 런타임(추론 + 실행 코어)</text>
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<text x="274.0" y="238" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Code Interpreter</text>
<text x="274.0" y="258" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">코드 실행</text>
<rect x="352.0" y="216" width="132" height="60" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<text x="418.0" y="238" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Bash Shell</text>
<text x="418.0" y="258" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">시스템 명령</text>
<rect x="496.0" y="216" width="132" height="60" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<text x="562.0" y="238" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Read File</text>
<text x="562.0" y="258" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">파일 읽기</text>
<rect x="640.0" y="216" width="132" height="60" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<text x="706.0" y="238" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Write File</text>
<text x="706.0" y="258" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">파일 쓰기</text>
<rect x="280.0" y="288" width="132" height="60" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<text x="346.0" y="310" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Edit File</text>
<text x="346.0" y="330" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">파일 편집</text>
<rect x="424.0" y="288" width="132" height="60" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<text x="490.0" y="310" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Glob</text>
<text x="490.0" y="330" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">파일 검색</text>
<rect x="568.0" y="288" width="132" height="60" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<text x="634.0" y="310" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Grep</text>
<text x="634.0" y="330" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">내용 검색</text>
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<text x="118" y="285" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">시스템 프롬프트</text>
<text x="40" y="308" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">항공 상담원입니다</text>
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<text x="40" y="344" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">상담 연결 규칙: ...</text>
<text x="40" y="362" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">도구: cancel_order</text>
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<text x="308" y="285" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">에이전트 프레임워크 코드</text>
<text x="225" y="308" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">loop:</text>
<text x="225" y="326" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> msg = llm(ctx)</text>
<text x="225" y="344" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> if tool_call:</text>
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<text x="490" y="326" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="normal">환불 규칙: ...</text>
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<text x="680" y="326" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> msg = llm(ctx)</text>
<text x="680" y="344" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> if tool_call:</text>
<text x="680" y="362" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> exec(tool)</text>
<rect x="480" y="400" width="370" height="54" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="665" y="419" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">새 도구 + 새 비즈니스 로직</text>
<text x="665" y="438" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">아키텍처 완전 계승 → 품질 보장</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 570" width="880" height="570" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="30" y="60" width="280" height="55" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="170" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">사용자 요구사항</text>
<text x="170" y="98" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;전자상거래 환불 상담 에이전트를 만들어 줘&quot;</text>
<line x1="170" y1="115" x2="170" y2="145" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="20" y="145" width="840" height="230" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="440" y="168" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">메타 에이전트(코딩 에이전트)</text>
<rect x="35" y="185" width="190" height="170" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="130" y="205" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">① 참조 코드 읽기</text>
<text x="45" y="228" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">read_file:</text>
<text x="45" y="248" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> agent.py</text>
<text x="45" y="268" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> tools/*.py</text>
<text x="45" y="288" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> system_prompt.md</text>
<text x="45" y="308" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> config.yaml</text>
<text x="45" y="332" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ 아키텍처 패턴 이해</text>
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<rect x="248" y="185" width="190" height="170" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="343" y="205" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">② 스캐폴드 복사</text>
<text x="258" y="228" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">cp -r reference/</text>
<text x="258" y="248" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> → new_agent/</text>
<text x="258" y="278" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">보존:</text>
<text x="258" y="298" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> 에이전트 루프 프레임워크</text>
<text x="258" y="318" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> 메시지 형식 / KV 최적화</text>
<line x1="438" y1="270" x2="461" y2="270" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="461" y="185" width="190" height="170" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="556" y="205" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ 표적 수정</text>
<text x="471" y="228" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">edit_file:</text>
<text x="471" y="248" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> system_prompt.md</text>
<text x="471" y="268" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> → 전자상거래 환불 규칙</text>
<text x="471" y="290" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> tools/refund.py</text>
<text x="471" y="310" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> → 환불 도구 추가</text>
<text x="471" y="332" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> config.yaml</text>
<line x1="651" y1="270" x2="674" y2="270" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="674" y="185" width="175" height="170" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="761" y="205" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">④ 검증 테스트</text>
<text x="684" y="228" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">bash:</text>
<text x="684" y="248" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> python agent.py</text>
<text x="684" y="270" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> → 새 에이전트 시작</text>
<text x="684" y="290" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> → 테스트 메시지 전송</text>
<text x="684" y="310" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> → 도구 호출 확인</text>
<text x="684" y="330" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal"> → 대화 흐름 검증</text>
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<rect x="115" y="410" width="700" height="90" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="465" y="432" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">생성된 새 에이전트</text>
<rect x="135" y="448" width="170" height="42" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="220" y="462" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">system_prompt.md</text>
<text x="220" y="480" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">전자상거래 환불 규칙</text>
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<text x="398" y="462" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">tools/refund.py</text>
<text x="398" y="480" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">환불 / 조회 도구</text>
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<text x="576" y="462" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">agent.py</text>
<text x="576" y="480" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">프레임워크 코드 계승</text>
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<text x="754" y="462" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central">config.yaml</text>
<text x="754" y="480" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">모델 / 파라미터 설정</text>
<line x1="30" y1="515" x2="850" y2="515" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<rect x="60" y="530" width="350" height="54" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="235" y="549" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">처음부터 생성: 모범 사례 부족</text>
<text x="235" y="571" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">임의적 컨텍스트 관리 · 비표준 도구 설계 · 오래된 API</text>
<rect x="470" y="530" width="350" height="54" rx="6" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="645" y="549" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">예제 기반 수정: 모범 사례 계승</text>
<text x="645" y="571" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">표준 메시지 형식 · 일관된 도구 설계 · 최신 API</text>
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<text x="106.0" y="78" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">① 프로젝트 문서화</text>
<line x1="36.5" y1="92" x2="175.5" y2="92" stroke="#999999" stroke-width="2"/>
<rect x="36.5" y="110" width="139" height="22" rx="11" fill="#999999" stroke="#333333" stroke-width="2"/>
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<text x="38.5" y="139" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">README.md,</text>
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<text x="38.5" y="214" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">**/*.py, **/*.ts</text>
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<text x="106.0" y="261.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">write_file</text>
<text x="38.5" y="284" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">→ CLAUDE.md 프로젝트 가이드 생성</text>
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<text x="273.0" y="121.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">ask_user</text>
<text x="205.5" y="144" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="8" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;목표는 지연 시간인가요, 처리량인가요?&quot;</text>
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<text x="273.0" y="191.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">grep</text>
<text x="205.5" y="214" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;latency|throughput&quot; src/</text>
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<text x="273.0" y="261.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">read_file</text>
<text x="205.5" y="284" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">src/config.py (현재 파라미터)</text>
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<text x="440.0" y="78" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ 설계 문서</text>
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<text x="440.0" y="121.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">write_file</text>
<text x="372.5" y="144" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">design.md (방안 비교)</text>
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<text x="440.0" y="191.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">ask_user</text>
<text x="372.5" y="214" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">설계 제출 → 승인 대기</text>
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<text x="372.5" y="284" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">사람이 검토한 뒤 → 계속</text>
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<text x="607.0" y="78" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">④ 코딩 및 테스트</text>
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<text x="607.0" y="121.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">edit_file</text>
<text x="539.5" y="144" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">old_str→new_str 코드 수정</text>
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<text x="607.0" y="191.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">bash</text>
<text x="539.5" y="214" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">pytest tests/ -v</text>
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<text x="539.5" y="284" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">실패 테스트 수정 → 재실행</text>
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<text x="706.5" y="144" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">ruff check src/ (lint)</text>
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<text x="706.5" y="214" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">자체 검토: 가독성/보안/성능</text>
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<text x="706.5" y="284" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">ARCHITECTURE.md 갱신</text>
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<text x="330" y="380" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">테스트 실패 → 코드 수정 → 재테스트</text>
<text x="330" y="399" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">④ 내부 루프: 평균 2~3회 만에 수렴</text>
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<text x="330" y="430" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Lint 오류 → 즉시 수정 → 재검사</text>
<text x="330" y="449" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">⑤ 내부 루프: 편집 후 자동 실행</text>
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<text x="330" y="480" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">검토에서 문제 발견 → ④로 돌아가 수정</text>
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<text x="735" y="434" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">에이전트 상태: 스테이징 전 변경</text>
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<text x="735" y="484" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">도구 출력: 앞뒤 잘라내기</text>
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<text x="735" y="534" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">영속 터미널 세션</text>
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<text x="34" y="131" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">rg &quot;def handle_.*&quot; --type py</text>
<text x="32" y="157" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">결과:</text>
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<text x="34" y="183" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">src/api.py:42: def handle_request(..)</text>
<text x="34" y="203" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">src/api.py:89: def handle_timeout(..)</text>
<text x="34" y="223" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">src/ws.py:15: def handle_connect(..)</text>
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<text x="464" y="131" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">glob: **/test_*.py</text>
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<rect x="20" y="315" width="410" height="36" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="225.0" y="333" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">의미 기반 코드 검색</text>
<text x="32" y="369" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">검색:</text>
<rect x="28" y="379" width="394" height="24" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="34" y="391" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;사용자 입력 검증 처리&quot;</text>
<text x="32" y="417" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">결과:</text>
<rect x="28" y="427" width="394" height="72" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="34" y="443" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[0.91] src/validators.py:validate_input()</text>
<text x="34" y="463" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[0.87] src/forms.py:sanitize_fields()</text>
<text x="34" y="483" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">[0.82] src/api.py:check_params()</text>
<text x="225.0" y="541" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">자연어 → 벡터+BM25 혼합</text>
<rect x="450" y="315" width="410" height="240" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<rect x="450" y="315" width="410" height="36" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="655.0" y="333" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">심벌 정의/참조</text>
<text x="462" y="369" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">검색:</text>
<rect x="458" y="379" width="394" height="24" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="464" y="391" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">find_references: UserService</text>
<text x="462" y="417" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">결과:</text>
<rect x="458" y="427" width="394" height="92" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="464" y="443" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">정의: src/services/user.py:12</text>
<text x="464" y="463" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">참조: src/api/routes.py:34 (import)</text>
<text x="464" y="483" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">참조: src/api/routes.py:56 (호출)</text>
<text x="464" y="503" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">참조: tests/test_user.py:8 (테스트)</text>
<text x="655.0" y="541" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">AST 수준 → 같은 이름의 모호성 제거</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 900 660" width="900" height="660" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="10.0" y="55" width="168" height="38" rx="6" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="94.0" y="74" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">Diff + Apply Model</text>
<rect x="10.0" y="101" width="168" height="116" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="16.0" y="117" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">LLM이 diff 설명 출력:</text>
<text x="16.0" y="134" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">- def foo(x):</text>
<text x="16.0" y="151" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">- return x</text>
<text x="16.0" y="168" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">+ def foo(x, y=0):</text>
<text x="16.0" y="185" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">+ return x + y</text>
<text x="16.0" y="202" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">→ 소형 모델이 위치 지정·적용</text>
<rect x="14.0" y="229" width="160" height="56" rx="3" fill="#ffffff" stroke="#999999" stroke-width="2"/>
<text x="94.0" y="248" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">장점: 관심사 분리</text>
<text x="94.0" y="270" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">단점: 작은 차이에도 위치 오류</text>
<rect x="188.0" y="55" width="168" height="38" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="272.0" y="74" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Old String → New String</text>
<rect x="188.0" y="101" width="168" height="99" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="194.0" y="117" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">old: &quot;def foo(x):\n</text>
<text x="194.0" y="134" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> return x&quot;</text>
<text x="194.0" y="151" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">new: &quot;def foo(x, y=0):\n</text>
<text x="194.0" y="168" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> return x + y&quot;</text>
<text x="194.0" y="185" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">→ 정확한 문자열 매칭·교체</text>
<rect x="192.0" y="212" width="160" height="56" rx="3" fill="#ffffff" stroke="#999999" stroke-width="2"/>
<text x="272.0" y="231" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">장점: 예측 가능·모호성 없음</text>
<text x="272.0" y="253" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">단점: 대량 삭제에도 전체 출력</text>
<rect x="366.0" y="55" width="168" height="38" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="450.0" y="74" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">행 번호 지정</text>
<rect x="366.0" y="101" width="168" height="99" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="372.0" y="117" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">42~43행 삭제 후 삽입:</text>
<text x="372.0" y="134" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> def foo(x, y=0):</text>
<text x="372.0" y="151" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> return x + y</text>
<text x="372.0" y="168" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"></text>
<text x="372.0" y="185" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">→ 행 번호로 범위 정확히 지정</text>
<rect x="370.0" y="212" width="160" height="56" rx="3" fill="#ffffff" stroke="#999999" stroke-width="2"/>
<text x="450.0" y="231" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">장점: 대규모 작업에 효율적</text>
<text x="450.0" y="253" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">단점: 긴 파일은 행 번호 오류</text>
<rect x="544.0" y="55" width="168" height="38" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="628.0" y="74" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Vim 계열 명령</text>
<rect x="544.0" y="101" width="168" height="99" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="550.0" y="117" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">42G (42행으로 이동)</text>
<text x="550.0" y="134" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">cw (단어 교체)</text>
<text x="550.0" y="151" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">dd (행 삭제)</text>
<text x="550.0" y="168" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">yy/p (복사/붙여넣기)</text>
<text x="550.0" y="185" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">→ 풍부한 편집 의미</text>
<rect x="548.0" y="212" width="160" height="56" rx="3" fill="#ffffff" stroke="#999999" stroke-width="2"/>
<text x="628.0" y="231" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">장점: 이동/재구성에 효율적</text>
<text x="628.0" y="253" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">단점: 약한 모델은 오류가 많음</text>
<rect x="722.0" y="55" width="168" height="38" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="806.0" y="74" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">시작·끝 매칭</text>
<rect x="722.0" y="101" width="168" height="99" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="728.0" y="117" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">start: &quot;def foo(x):&quot;</text>
<text x="728.0" y="134" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">end: &quot; return x&quot;</text>
<text x="728.0" y="151" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">new: &quot;def foo(x, y=0):</text>
<text x="728.0" y="168" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> return x + y&quot;</text>
<text x="728.0" y="185" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">→ 경계만으로 위치 지정</text>
<rect x="726.0" y="212" width="160" height="56" rx="3" fill="#ffffff" stroke="#999999" stroke-width="2"/>
<text x="806.0" y="231" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">장점: 대량 삭제도 간결</text>
<text x="806.0" y="253" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">단점: 고유한 경계 조합 필요</text>
<line x1="30" y1="320" x2="870" y2="320" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="450.0" y="344" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">실제 사용 현황</text>
<text x="240" y="382" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">Old→New</text>
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<text x="454.0" y="382" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">Claude Code</text>
<text x="240" y="420" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">행 번호 지정</text>
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<text x="370.0" y="420" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">IDE 심층 통합 환경</text>
<text x="240" y="458" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">Diff + Apply</text>
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<text x="346.0" y="458" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Cursor</text>
<text x="240" y="496" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">시작·끝 매칭</text>
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<text x="322.0" y="496" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">일부 맞춤형 방식</text>
<text x="240" y="534" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">Vim 명령</text>
<rect x="250" y="520" width="72.0" height="28" rx="3" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="286.0" y="534" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">실험적 방식</text>
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book-ko/images/fig5-5.svg
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 520" width="880" height="520" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="20" y="60" width="350" height="280" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="195" y="82" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">제안자 에이전트</text>
<text x="40" y="110" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">입력: 논문/자료 내용</text>
<rect x="30" y="125" width="330" height="24" rx="3" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="38" y="137" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">paper.pdf → 장/주장/도표 추출</text>
<text x="40" y="168" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">출력: Slidev Markdown</text>
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<text x="40" y="199.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">---</text>
<text x="40" y="213.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">layout: two-cols</text>
<text x="40" y="227.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">---</text>
<text x="40" y="241.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"># Transformer 아키텍처</text>
<text x="40" y="255.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">::left::</text>
<text x="40" y="269.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">- 자기 어텐션 메커니즘</text>
<text x="40" y="283.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">- 멀티헤드 어텐션</text>
<text x="40" y="297.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">::right::</text>
<text x="40" y="311.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">&lt;img src=&quot;fig3.png&quot; /&gt;</text>
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<text x="685" y="82" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">검토자 에이전트</text>
<text x="520" y="110" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">1단계: 스크린샷 렌더링</text>
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<text x="685" y="142" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">slidev export --per-slide</text>
<text x="685" y="160" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ slide-01.png, slide-02.png ...</text>
<text x="520" y="192" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">2단계: Vision LLM 검토</text>
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<text x="528" y="222" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">검토 기준:</text>
<text x="528" y="238" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> ✓ 텍스트가 경계를 넘는가</text>
<text x="528" y="254" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> ✓ 레이아웃이 빽빽한가</text>
<text x="528" y="270" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> ✓ 이미지 크기가 적절한가</text>
<text x="528" y="286" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> ✗ Slide 3: 내용 과다, 분할 권장</text>
<text x="528" y="302" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> ✗ Slide 7: 글꼴이 작음, 14pt로 확대</text>
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<text x="439.0" y="165.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle">Slidev 코드</text>
<line x1="508" y1="300" x2="370" y2="260" stroke="#333333" stroke-width="2" stroke-dasharray="8,4" marker-end="url(#ah)"/>
<text x="439.0" y="270.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle">수정 제안</text>
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<text x="445.0" y="232.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">2~3회 반복</text>
<line x1="30" y1="365" x2="850" y2="365" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="440.0" y="388" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">왜 제안자와 검토자를 분리할까요?</text>
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<text x="165" y="425" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">단일 에이전트의 문제</text>
<text x="165" y="450" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">수십 장의 렌더링 이미지 → 컨텍스트 팽창</text>
<text x="165" y="474" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">코드 + 이미지 혼합 → 어텐션 분산</text>
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<text x="455" y="425" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">분리의 장점</text>
<text x="455" y="450" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">검토자는 독립 컨텍스트 → 이미지+코드만 확인</text>
<text x="455" y="474" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">제안자는 코드에 집중 → 수정 제안만 수신</text>
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<text x="745" y="425" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">실제 효과</text>
<text x="745" y="450" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">컨텍스트 사용량 대폭 감소</text>
<text x="745" y="474" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">수정 정확도 대폭 향상</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 480" width="880" height="480" style="background:#ffffff">
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<text x="110.0" y="92" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">PDF 입력</text>
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<text x="40.5" y="120" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">paper.pdf</text>
<text x="40.5" y="140" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">장 구조 분석</text>
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<text x="275.0" y="92" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">콘텐츠 기획</text>
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<text x="205.5" y="140" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">핵심 주장 추출</text>
<text x="205.5" y="160" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">도표를 슬라이드에 배치</text>
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<text x="440.0" y="92" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Slidev 생성</text>
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<text x="535.5" y="120" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">export --per-slide</text>
<text x="535.5" y="140" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Vision LLM 검토</text>
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<text x="770.0" y="92" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">반복 수정</text>
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<text x="700.5" y="120" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">Reviewer→Proposer</text>
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<text x="500.0" y="222" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">PPT 완성</text>
<text x="440.0" y="255" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">2단계: 동영상 합성</text>
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<text x="205.5" y="316" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">LLM이 구어체 생성</text>
<text x="205.5" y="336" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">슬라이드별 원고</text>
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<text x="535.5" y="316" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">ffmpeg 합성</text>
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<text x="395" y="471" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">넘침 없음 · 배치 적절 · 그림-글 일치</text>
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<text x="320" y="128" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">분석 기준:</text>
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<text x="320" y="156" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> - 도구 호출이 정확한가</text>
<text x="320" y="170" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> - 오류 처리가 적절한가</text>
<text x="320" y="184" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> - 사용자 경험이 만족스러운가</text>
<text x="320" y="198" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"></text>
<text x="320" y="212" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">→ 편차 발생 단계와 모듈 식별</text>
<line x1="570" y1="140" x2="610" y2="140" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="610" y="60" width="250" height="160" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="735" y="82" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ 구조화 보고서</text>
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<text x="628" y="112" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">문제 보고서:</text>
<text x="628" y="126" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> 우선순위: P1 (사용자 이탈 위험)</text>
<text x="628" y="140" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> 모듈: cancellation_handler</text>
<text x="628" y="154" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> 설명: 취소 실패 후 사용자에게</text>
<text x="628" y="168" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> 원인과 대안을 설명하지 않음</text>
<text x="628" y="182" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> 제안: 실패 원인 설명과</text>
<text x="628" y="196" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> 보험 구매 안내 추가</text>
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<rect x="60" y="260" width="370" height="160" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="245" y="282" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">④ 회귀 테스트 생성</text>
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<text x="78" y="312" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">def test_cancel_no_insurance():</text>
<text x="78" y="326" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> &quot;&quot;&quot;궤적 #001, 턴 3~5&quot;&quot;&quot;</text>
<text x="78" y="340" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> # 재생: 사용자가 이코노미 취소 요청</text>
<text x="78" y="354" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> resp = agent.run(</text>
<text x="78" y="368" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> &quot;주문 #12345 취소해 줘&quot;)</text>
<text x="78" y="382" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> # 검증: 원인을 설명해야 함</text>
<text x="78" y="396" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> assert &quot;보험&quot; in resp.text</text>
<text x="78" y="410" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> assert &quot;대안&quot; in resp.text</text>
<text x="78" y="424" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> # 검증: 오류만 반환하면 안 됨</text>
<text x="78" y="438" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> assert &quot;ERROR&quot; not in resp.text</text>
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<rect x="470" y="260" width="380" height="160" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="660" y="282" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">⑤ GitHub Issue 자동 생성</text>
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<text x="488" y="312" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">gh issue create \</text>
<text x="488" y="326" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> --title &quot;P1: 취소 실패 시</text>
<text x="488" y="340" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> 사용자 안내 누락&quot; \</text>
<text x="488" y="354" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> --body &quot;**문제**: 에이전트가</text>
<text x="488" y="368" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> cancel_order 실패 뒤 오류만</text>
<text x="488" y="382" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> 반환하고 원인을 설명하지 않음...</text>
<text x="488" y="396" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> **궤적**: #001 턴 3~5</text>
<text x="488" y="410" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> **테스트**: test_cancel_...&quot; \</text>
<text x="488" y="424" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> --assignee @backend-team</text>
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<text x="440.0" y="460" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">엔드투엔드 자동화: 로그 → 분석 → 보고서 → 테스트 → Issue</text>
<text x="440.0" y="480" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">MCP로 GitHub 연동 · 테스트 프레임워크로 자동 재생·검증</text>
<text x="440.0" y="530" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">수작업 진단 비용을 시간 단위에서 분 단위로 단축</text>
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<text x="120" y="100" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;베이징행 항공권을 예약하고 싶어요&quot;</text>
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<rect x="260" y="55" width="260" height="140" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="390" y="75" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">LLM 분석 → 폼 코드 생성</text>
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<text x="276" y="103" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">&lt;form id=&quot;clarify&quot;&gt;</text>
<text x="276" y="116" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> &lt;input type=&quot;text&quot;</text>
<text x="276" y="129" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> name=&quot;from&quot; label=&quot;출발 도시&quot;/&gt;</text>
<text x="276" y="142" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> &lt;input type=&quot;date&quot;</text>
<text x="276" y="155" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> name=&quot;depart&quot; label=&quot;출발일&quot;/&gt;</text>
<text x="276" y="168" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> &lt;select name=&quot;type&quot;&gt;</text>
<text x="276" y="181" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> &lt;option&gt;편도&lt;/option&gt;</text>
<text x="276" y="194" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> &lt;option&gt;왕복&lt;/option&gt;</text>
<text x="276" y="207" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central"> &lt;/select&gt;</text>
<text x="276" y="220" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">&lt;/form&gt;</text>
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<text x="580" y="95" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">출발 도시</text>
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<text x="668" y="95" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">상하이</text>
<text x="580" y="135" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">출발일</text>
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<text x="668" y="135" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">2025-08-15</text>
<text x="580" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">여행 유형</text>
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<text x="668" y="175" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">왕복 ▾</text>
<text x="580" y="215" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">귀국일</text>
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<text x="668" y="215" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">2025-08-22</text>
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<text x="700.0" y="251.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">제출</text>
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<text x="710" y="318" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">구조화 JSON 반환</text>
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<text x="578" y="344" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">{&quot;from&quot;: &quot;상하이&quot;,</text>
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<text x="578" y="376" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> &quot;type&quot;: &quot;왕복&quot;,</text>
<text x="578" y="392" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> &quot;return&quot;: &quot;2025-08-22&quot;}</text>
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<text x="350" y="468" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">search_flights(from='상하이', to='베이징', depart='2025-08-15', ...)</text>
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<text x="145" y="300" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">비교: 텍스트 vs 폼</text>
<text x="30" y="318" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">텍스트 질문: 10턴 대화</text>
<text x="30" y="331" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> Q1: 어디서 출발? A: 상하이</text>
<text x="30" y="344" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> Q2: 날짜는? A: 8월 15일</text>
<text x="30" y="357" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> Q3: 편도인가요, 왕복인가요? ...</text>
<text x="30" y="370" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"></text>
<text x="30" y="383" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">동적 폼: 한 번 제출</text>
<text x="30" y="396" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> 모든 정보를 한 번에 수집</text>
<text x="30" y="409" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> 종속 로직 자동 처리</text>
<text x="440.0" y="510" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">LLM이 폼 코드를 동적 생성 → 종속 로직: &quot;왕복&quot; 선택 시 귀국일 자동 표시</text>
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<text x="280" y="138" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">생성</text>
<text x="280" y="154" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">SQL</text>
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<text x="435" y="154" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">실행</text>
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<text x="590" y="138" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">5000행</text>
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<text x="745" y="118" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">사용자</text>
<text x="745" y="138" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">텍스트</text>
<text x="745" y="154" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">설명</text>
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<text x="70" y="190" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">문제: LLM의 데이터 전사 오류 · 많은 token 소비 · 높은 지연</text>
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<text x="60" y="298" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Artifact 방식: 데이터가 프런트엔드로 직행(효율적)</text>
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<text x="810.0" y="297.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">✓ 효율적</text>
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<text x="165" y="335" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">LLM은 코드만 생성</text>
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<text x="58" y="358" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">build_artifact(</text>
<text x="58" y="372" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> type=&quot;sql&quot;,</text>
<text x="58" y="386" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> code=&quot;SELECT dept,</text>
<text x="58" y="400" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> COUNT(*) as cnt</text>
<text x="58" y="414" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> FROM employees</text>
<text x="58" y="428" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> GROUP BY dept&quot;)</text>
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<text x="465" y="335" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">프런트엔드가 직접 실행</text>
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<text x="358" y="360" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">┌────────┬──────┐</text>
<text x="358" y="372" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">│ dept │ cnt │</text>
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<text x="358" y="396" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">│ 개발팀 │ 42 │</text>
<text x="358" y="408" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="9" fill="#333333" text-anchor="start" dominant-baseline="central">│ 마케팅팀│ 28 │</text>
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<text x="745" y="335" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">시각화 Artifact</text>
<text x="745" y="355" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">두 번째 artifact:</text>
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<text x="658" y="380" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">build_artifact(</text>
<text x="658" y="394" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central"> type=&quot;chart&quot;,</text>
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<text x="440" y="465" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">데이터 흐름: DB → 프런트엔드 → 시각화(LLM 완전 우회)</text>
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<text x="25" y="159" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">{&quot;from&quot;:&quot;alice@...&quot;,</text>
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<text x="25" y="269" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">{&quot;task_id&quot;:&quot;daily_report&quot;,</text>
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<text x="25" y="379" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">{&quot;repo&quot;:&quot;agent-lib&quot;,</text>
<text x="25" y="395" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> &quot;event&quot;:&quot;pr_merged&quot;}</text>
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<text x="25" y="489" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">{&quot;text&quot;:&quot;내일 날씨를</text>
<text x="25" y="505" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> 알려 줘&quot;}</text>
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<text x="310.0" y="382" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">timer.trigger</text>
<text x="310.0" y="404" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">우선순위: 일반</text>
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<text x="650" y="65" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">에이전트 처리 흐름</text>
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<text x="427.5" y="270.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle">이벤트 꺼내기</text>
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<text x="540" y="215.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">궤적에 추가</text>
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<text x="540" y="295.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">LLM 추론</text>
<text x="800" y="295.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">관찰→사고→행동</text>
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<rect x="450" y="350" width="360" height="50" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="540" y="375.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">도구 실행</text>
<text x="800" y="375.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">비동기/동기 디스패치</text>
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<rect x="450" y="430" width="360" height="50" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="540" y="455.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">결과 처리</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 430" width="780" height="430" style="background:#ffffff">
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<style>text { font-family: Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif !important; }</style>
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<text x="100" y="78" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">사용자 입력</text>
<text x="100" y="98" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;어떤 요금제?&quot;</text>
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<text x="232" y="73" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">병렬 사고</text>
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<text x="345" y="145" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">느린 사고 ~8s(사고 켬)</text>
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<text x="625" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">사용자 경험</text>
<text x="625" y="102" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">0.5s: &quot;가격이 괜찮아 구매를 권합니다&quot;</text>
<text x="625" y="120" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">8.0s: &quot;국제 로밍이 없어 부적합합니다&quot;</text>
<text x="625" y="145" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">→ 자기모순!</text>
<text x="625" y="168" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ 사용자 신뢰 상실</text>
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<text x="390" y="230" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">두 가지 문제</text>
<text x="200" y="258" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">문제 1: 간단한 질문을 지나치게 생각함</text>
<text x="200" y="278" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;오늘 무슨 요일?&quot;→빠른 사고 정답→느린 사고는 8s간 계속</text>
<text x="580" y="258" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">문제 2: 빠른/느린 사고 불일치</text>
<text x="580" y="278" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">독립된 사고 경로라 가정이 완전히 다를 수 있음</text>
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<text x="200" y="376" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">개선: 느린 사고가 뒤에서 &quot;전략가&quot; 역할</text>
<text x="200" y="400" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">느린 사고 → 에이전트 상태 표시줄 → 빠른 사고</text>
<text x="200" y="420" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">직접 충돌은 없지만 소통이 간접적이고 모호함</text>
<rect x="410" y="355" width="340" height="100" rx="6" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="580" y="376" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">여전히 근본적 한계</text>
<text x="580" y="398" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">빠른 사고가 상태 표시줄 힌트를 오해할 수 있음(&quot;가격 확인&quot;→</text>
<text x="580" y="416" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;다시 계산&quot;이 아닌 &quot;사용자에게 확인&quot;으로)</text>
<text x="580" y="434" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;말하면서 생각하기&quot;의 자연스러운 상호작용 불가</text>
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book-ko/images/fig6-11.svg
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 300" width="780" height="300" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="30" y="55" width="190" height="185" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="125" y="78" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="18" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">① 스크린샷</text>
<rect x="55" y="95" width="140" height="90" rx="4" fill="#ffffff" stroke="#999999" stroke-width="1.5"/>
<text x="125" y="115" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central">컴퓨터 화면</text>
<rect x="72" y="128" width="106" height="14" rx="2" fill="#e8e8e8" stroke="none"/>
<rect x="72" y="146" width="80" height="14" rx="2" fill="#e8e8e8" stroke="none"/>
<rect x="72" y="164" width="50" height="12" rx="2" fill="#d0d0d0" stroke="none"/>
<text x="125" y="205" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#999999" text-anchor="middle" dominant-baseline="central">데스크톱 / 브라우저 / 앱</text>
<text x="125" y="225" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#999999" text-anchor="middle" dominant-baseline="central">화면이 안정된 뒤 스크린샷</text>
<line x1="220" y1="130" x2="283" y2="130" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="252" y="118" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central">스크린샷</text>
<rect x="295" y="55" width="190" height="185" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="390" y="78" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="18" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">② 모델 추론</text>
<text x="390" y="103" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">입력</text>
<text x="390" y="121" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central">스크린샷 + 작업 지시</text>
<line x1="310" y1="137" x2="470" y2="137" stroke="#999999" stroke-width="1" stroke-dasharray="4,3"/>
<text x="390" y="155" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">출력</text>
<text x="390" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="middle" dominant-baseline="central">사고: &quot;검색창은 화면 중앙에 있다&quot;</text>
<text x="390" y="195" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central">행동: click(512, 250)</text>
<text x="390" y="215" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central">행동: type(&quot;weather&quot;)</text>
<line x1="485" y1="130" x2="548" y2="130" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="517" y="118" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central">행동</text>
<rect x="560" y="55" width="190" height="185" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="655" y="78" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="18" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ 행동 실행</text>
<text x="655" y="108" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">실행 도구</text>
<text x="655" y="130" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central">xdotool / Playwright</text>
<line x1="575" y1="147" x2="735" y2="147" stroke="#999999" stroke-width="1" stroke-dasharray="4,3"/>
<text x="655" y="165" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central">마우스: 이동, 클릭, 드래그</text>
<text x="655" y="185" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central">키보드: 입력, 단축키</text>
<text x="655" y="205" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central">스크롤: 위 / 아래 / 왼쪽 / 오른쪽</text>
<text x="655" y="225" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central">대기: 화면 응답</text>
<path d="M 655 240 L 655 280 L 125 280 L 125 248" stroke="#333333" stroke-width="2" fill="none" marker-end="url(#ah)"/>
<text x="390" y="298" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central">④ 화면 상태 변화 → 안정될 때까지 대기 → 다음 스크린샷</text>
<text x="390" y="325" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#999999" text-anchor="middle" dominant-baseline="central">대표 사례: 다단계 양식 작성에는 10~20회 반복이 필요할 수 있음</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 420" width="780" height="420" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="35" y="60" width="340" height="180" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="205" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">GUI 조작 도구 (computer)</text>
<text x="47" y="98" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">마우스:</text>
<text x="105" y="98" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">mouse_move · left/right/middle_click</text>
<text x="105" y="114" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">double/triple_click · left_click_drag</text>
<text x="105" y="130" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">left_mouse_down/up</text>
<text x="47" y="152" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">키보드:</text>
<text x="105" y="152" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">type (한 글자씩, 12ms 간격)</text>
<text x="105" y="168" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">key (키 조합) · hold_key (길게 누르기)</text>
<text x="47" y="190" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">스크롤:</text>
<text x="105" y="190" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">scroll 네 방향 + 보조 키</text>
<rect x="400" y="60" width="345" height="100" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="572" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">인식 동작</text>
<text x="412" y="98" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">화면:</text>
<text x="470" y="98" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">screenshot → 학습 해상도로 축소</text>
<text x="412" y="120" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">커서:</text>
<text x="470" y="120" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">cursor_position → (x, y)</text>
<text x="412" y="142" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">대기:</text>
<text x="470" y="142" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">wait → 화면이 안정될 때까지 대기</text>
<rect x="400" y="175" width="345" height="65" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="572" y="195" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">명령 실행 (bash)</text>
<text x="412" y="213" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">터미널:</text>
<text x="470" y="213" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">영속적 bash 세션 · 120s 제한 시간</text>
<text x="470" y="229" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10.5" fill="#333333" text-anchor="start" dominant-baseline="central">센티널 문자열로 완료 감지</text>
<rect x="35" y="255" width="340" height="65" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="205" y="275" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">파일 편집 (str_replace_editor)</text>
<text x="47" y="293" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">작업:</text>
<text x="105" y="293" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">view · create · str_replace</text>
<text x="105" y="309" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">insert · undo_edit</text>
<rect x="400" y="255" width="345" height="65" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="572" y="275" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">좌표 스케일링 메커니즘</text>
<text x="572" y="295" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">실제 해상도 ↔ 학습 해상도 (XGA/WXGA/FWXGA)</text>
<text x="572" y="310" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">스크린샷 축소 → 모델 추론 → 좌표 확대 → xdotool 실행</text>
<rect x="35" y="335" width="710" height="110" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="390" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">대표 실행 흐름: 양식 작성</text>
<text x="123" y="385" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">① screenshot</text>
<text x="123" y="403" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">현재 페이지 캡처</text>
<line x1="186" y1="391" x2="196" y2="391" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<text x="259" y="385" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">② 모델 추론</text>
<text x="259" y="403" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">이름 입력란 위치 식별</text>
<line x1="322" y1="391" x2="332" y2="391" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<text x="387" y="385" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ mouse_move</text>
<text x="387" y="403" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">(324, 156)으로 이동</text>
<line x1="458" y1="391" x2="468" y2="391" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<text x="531" y="385" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">④ left_click</text>
<text x="531" y="403" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">클릭해 포커스</text>
<line x1="594" y1="391" x2="604" y2="391" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<text x="667" y="385" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">⑤ type</text>
<text x="667" y="403" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;John Smith&quot;</text>
<text x="390" y="430" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">각 동작 간격 2~5s(스크린샷-인식-사고-클릭 직렬 실행), 사람 속도의 1/3~1/5</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 400" width="780" height="400" style="background:#ffffff">
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<text x="190" y="75" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">모의 웹페이지 스크린샷(주석 적용 후)</text>
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<rect x="47" y="92" width="180" height="20" rx="2" fill="#ffffff" stroke="#333333" stroke-width="2"/>
<text x="53" y="102" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">www.example.com</text>
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<text x="43" y="83" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">[1]</text>
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<text x="95" y="141" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">제출</text>
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<text x="53" y="121" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">[2]</text>
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<rect x="55" y="168" width="200" height="28" rx="3" fill="#ffffff" stroke="#999999" stroke-width="2"/>
<text x="65" y="182" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">이름을 입력하세요...</text>
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<text x="53" y="163" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">[3]</text>
<text x="65" y="218" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">문서 →</text>
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<text x="53" y="203" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">[4]</text>
<rect x="375" y="60" width="370" height="220" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="560" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">요소 목록(텍스트 설명)</text>
<text x="385" y="100" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">[1] &lt;input type=&quot;text&quot; placeholder=</text>
<text x="385" y="118" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> &quot;Search&quot; aria-label=&quot;Search&quot;/&gt;</text>
<text x="385" y="136" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">[2] &lt;button id=&quot;submit-btn&quot;</text>
<text x="385" y="154" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> aria-label=&quot;Submit form&quot;/&gt;</text>
<text x="385" y="172" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">[3] &lt;input type=&quot;text&quot; placeholder=</text>
<text x="385" y="190" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> &quot;Enter your name&quot; value=&quot;&quot;/&gt;</text>
<text x="385" y="208" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">[4] &lt;a href=&quot;/docs&quot;</text>
<text x="385" y="226" font-family="'Courier New', 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central"> aria-label=&quot;Documentation&quot;/&gt;</text>
<text x="560" y="258" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">모델이 ID 출력 → 시스템이 중심 좌표로 실행</text>
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<text x="390" y="315" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">SoM 흐름(browser-use 구현)</text>
<rect x="65" y="340" width="117" height="50" rx="3" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="123" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">CDP 가져오기</text>
<text x="123" y="373" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">DOM/A11y</text>
<line x1="184" y1="365" x2="199" y2="365" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<rect x="197" y="340" width="117" height="50" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="255" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">상호작용성</text>
<text x="255" y="373" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">탐지</text>
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<text x="387" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">경계 상자</text>
<text x="387" y="373" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">+ID 할당</text>
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<rect x="461" y="340" width="117" height="50" rx="3" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="519" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">스크린샷에</text>
<text x="519" y="373" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">상자 주석</text>
<line x1="580" y1="365" x2="595" y2="365" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<rect x="593" y="340" width="117" height="50" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="651" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">텍스트 목록</text>
<text x="651" y="373" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">+스크린샷→모델</text>
<text x="390" y="407" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">적용 범위: 구조화된 인터페이스(웹/Accessibility API) | 게임/Canvas는 순수 시각 방식 사용</text>
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book-ko/images/fig6-14.svg
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 310" width="780" height="310" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="40" y="65" width="200" height="120" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="140" y="85" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">실제 화면</text>
<text x="140" y="108" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">2560 × 1440</text>
<text x="140" y="128" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">또는 다른 해상도</text>
<text x="140" y="150" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">사용자 클릭: (1280, 720)</text>
<circle cx="155" cy="165" r="4" fill="#333333" stroke="#333333" stroke-width="2"/>
<rect x="290" y="65" width="200" height="120" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="390" y="85" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">모델 학습 해상도</text>
<text x="390" y="108" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">XGA: 1024×768</text>
<text x="390" y="126" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">WXGA: 1280×800</text>
<text x="390" y="144" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">FWXGA: 1366×768</text>
<text x="390" y="165" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">종횡비에 가장 잘 맞는 해상도 선택</text>
<rect x="540" y="65" width="200" height="120" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="640" y="85" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">모델 출력 좌표</text>
<text x="640" y="108" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">축소된 이미지 기준</text>
<text x="640" y="128" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">예측: (683, 384)</text>
<circle cx="650" cy="145" r="4" fill="#333333" stroke="#333333" stroke-width="2"/>
<text x="640" y="168" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ 실제 해상도로 다시 확대</text>
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<line x1="492" y1="140" x2="538" y2="140" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<line x1="538" y1="110" x2="492" y2="110" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="515.0" y="100.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle">좌표</text>
<rect x="40" y="200" width="700" height="60" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="390" y="218" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">전체 흐름</text>
<text x="390" y="242" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">① 종횡비로 해상도 선택 → ② ImageMagick으로 스크린샷 축소 → ③ 모델이 좌표 생성 → ④ 비례 확대 → ⑤ xdotool로 실행</text>
<rect x="40" y="275" width="700" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="390" y="293" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">스케일링 예시(16:9 화면 → FWXGA)</text>
<text x="390" y="315" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">스크린샷: 2560×1440 → 1366×768 (×0.53) | 좌표: 모델(683, 384) → 실제(1280, 720) (×1.87)</text>
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book-ko/images/fig6-16.svg
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<text x="160" y="93" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<rect x="63" y="115" width="194" height="50" rx="3" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="160" y="133" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">시각-언어 백본</text>
<text x="160" y="151" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">대규모 사전 학습 VLM</text>
<rect x="63" y="173" width="194" height="50" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="160" y="191" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">행동 이산화</text>
<text x="160" y="209" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">연속 행동 → 토큰</text>
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<text x="160" y="312" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">사전 학습 일반화 능력 활용</text>
<text x="160" y="330" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">새 물체/지시로 제로샷 전이</text>
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<text x="395" y="93" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
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<text x="395" y="151" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">DINOv2 + SigLIP</text>
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<text x="395" y="191" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">언어 모델</text>
<text x="395" y="209" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Llama 2 7B</text>
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<text x="395" y="294" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">완전 오픈 소스 · 커뮤니티 재현 가능</text>
<text x="395" y="312" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Open X-Embodiment로 사전 학습</text>
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<text x="630" y="151" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">PaliGemma</text>
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<text x="378.5" y="420" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle">하위 목표</text>
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<text x="552" y="420" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">VLA 제어 (1-10Hz)</text>
<text x="552" y="437" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">RT-2 / OpenVLA / π₀</text>
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<text x="620" y="105" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ 물리 근사 오차</text>
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<text x="620" y="171" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">✗ 액추에이터 동역학 단순화</text>
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<text x="390" y="132" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">물리 계층</text>
<text x="390" y="152" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">시각 계층</text>
<text x="390" y="172" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">제어 계층</text>
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<line x1="472" y1="130" x2="493" y2="130" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
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<text x="166" y="308" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">마찰 계수 0.1-1.0</text>
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<text x="389" y="308" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">조명 강도 0.2-2.0</text>
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<text x="389" y="340" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">카메라 위치 ±5cm</text>
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<text x="612" y="308" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">제어 지연 0-50ms</text>
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<text x="97" y="101" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">시뮬레이션/실제 카메라 정렬</text>
<text x="97" y="119" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">시각 오버레이 검증</text>
<text x="97" y="137" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">이미지 겹침 확인</text>
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<text x="248" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">② 배경 교체</text>
<text x="248" y="101" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">그린스크린 기법</text>
<text x="248" y="119" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">실제 배경 이미지 자르기</text>
<text x="248" y="137" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">시뮬레이션 렌더에 합성</text>
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<text x="398" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ 도메인</text>
<text x="398" y="96" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">무작위화</text>
<text x="398" y="117" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">로봇 색상 무작위화</text>
<text x="398" y="135" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">물체 텍스처/조명/FOV</text>
<text x="398" y="153" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">물리 매개변수 무작위화</text>
<line x1="319" y1="125" x2="326" y2="125" stroke="#999999" stroke-width="2" marker-end="url(#ah-sm)"/>
<rect x="476" y="60" width="143" height="130" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="548" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">④ RL 학습</text>
<text x="548" y="101" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="10" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">PPO · 1024개 병렬 환경</text>
<text x="548" y="119" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">2500~4000만 스텝</text>
<text x="548" y="137" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">~1h(4090 1장)</text>
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<text x="698" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">⑤ 실제 배포</text>
<text x="698" y="101" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">15Hz 제어 주파수</text>
<text x="698" y="119" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">~2.5cm 큐브 잡기</text>
<text x="698" y="137" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">제로샷 성공</text>
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<text x="400" y="267" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">핵심 기술 세부 사항</text>
<text x="142" y="293" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">환경 정렬</text>
<text x="142" y="311" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">시뮬레이션/실제 카메라 위치</text>
<text x="142" y="327" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">정확히 일치해야 함</text>
<text x="317" y="293" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">시각 도메인 무작위화</text>
<text x="317" y="311" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">배경 교체 + 텍스처 무작위화</text>
<text x="317" y="327" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">시각적 간극 해소</text>
<text x="492" y="293" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">물리 매개변수 무작위화</text>
<text x="492" y="311" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">마찰/질량/강성</text>
<text x="492" y="327" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">물리적 간극 해소</text>
<text x="660" y="293" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">학습 효율</text>
<text x="660" y="311" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">1024개 병렬 GPU 시뮬레이션</text>
<text x="660" y="327" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">~1h에 &gt;90% 달성</text>
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<text x="400" y="380" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">LeRobot + ManiSkill 기술 스택</text>
<text x="142" y="405" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">시뮬레이터</text>
<text x="142" y="424" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">ManiSkill</text>
<text x="142" y="440" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">GPU 병렬 렌더링</text>
<text x="317" y="405" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">학습 프레임워크</text>
<text x="317" y="424" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">LeRobot + PPO</text>
<text x="317" y="440" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">순수 RGB 입력</text>
<text x="492" y="405" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">로봇 팔</text>
<text x="492" y="424" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">SO100</text>
<text x="492" y="440" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">6-DOF</text>
<text x="660" y="405" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">한계</text>
<text x="660" y="424" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">학습 분포 밖의 물체</text>
<text x="660" y="440" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">성공률 크게 하락</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 540" width="880" height="540" style="background:#ffffff">
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<text x="665.0" y="55" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">t₃</text>
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<text x="65.0" y="150" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">취소형</text>
<text x="65.0" y="175" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">(긴급)</text>
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<text x="280.0" y="109.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">LLM 추론 중...</text>
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<text x="420.0" y="90" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">⚡ user.interrupt: &quot;그만!&quot;</text>
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<text x="262.5" y="149.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">도구 실행 중...</text>
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<text x="192.5" y="267.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">LLM</text>
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<text x="385.0" y="286" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">user: &quot;최근 한 달만 봐 줘&quot;</text>
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<text x="598.5" y="350.0" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal"></text>
<text x="644.0" y="350" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">일괄 추가: tool.result + 사용자 보충</text>
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<text x="128.0" y="386" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">get_weather(Seoul)</text>
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<text x="330.8" y="355" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">대기 중...</text>
<text x="330.8" y="372" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">도구 실행 약 5초</text>
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<text x="420.5" y="372" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;됐어,</text>
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<text x="576.5" y="355" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">???</text>
<text x="576.5" y="372" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">tool_result는 언제 오나?</text>
<text x="576.5" y="386" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">형식은 어떻게 보장하나?</text>
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<text x="752.0" y="355" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">자리표시자</text>
<text x="752.0" y="372" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">[도구는 실행 중,</text>
<text x="752.0" y="386" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">인터럽트 우선 처리]</text>
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<text x="60" y="430" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">해결: 자리표시자로 형식 복구 + 비긴급 이벤트 큐 대기 + 정말 긴급할 때만 인터럽트</text>
<rect x="140" y="465" width="600" height="40" rx="6" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="440.0" y="485" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">근본 해법: 차세대 모델은 비동기 환경에서 RL로 학습해야 함</text>
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<text x="55" y="420" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">궤적</text>
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<text x="164.4" y="80" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">LLM: 도구 3개 시작</text>
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<text x="334.6" y="180" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">스크립트 A: 초당 3% → 33초에 완료</text>
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<text x="453.0" y="62" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">A 완료</text>
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<text x="504.80000000000007" y="80" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">B, C 진행률 조회</text>
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<text x="504.80000000000007" y="420" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">B≈66% C≈33%</text>
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<text x="564.0" y="62" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">C 취소</text>
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<text x="582.5" y="340" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="normal">×</text>
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<text x="638.0" y="62" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">B 완료</text>
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<text x="737.9" y="80" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">LLM: A+B 결과를 통합해 보고서 생성</text>
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<text x="737.9" y="420" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">A 결과 + B 결과 + C 취소 기록</text>
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<text x="130" y="480" font-family="'Noto Sans Mono CJK KR', 'Noto Sans CJK KR', 'Apple SD Gothic Neo', monospace" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central">핵심: 자리표시자 주입 + 비동기 완료 이벤트 + cancel_tool(task_id) API</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 300" width="780" height="300" style="background:#ffffff">
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<style>text { font-family: Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif !important; }</style>
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<text x="124" y="82" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">VAD</text>
<text x="124" y="104" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">음성 활동 감지</text>
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<text x="124" y="162" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Silero VAD</text>
<text x="124" y="180" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">ONNX Runtime</text>
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<text x="301" y="104" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">자동 음성 인식</text>
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<text x="301" y="180" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">SenseVoice</text>
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<text x="478" y="104" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">언어 모델 추론</text>
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<text x="655" y="104" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">음성 합성</text>
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<text x="655" y="136" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">200-500ms</text>
<text x="655" y="162" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Fish Audio S1</text>
<text x="655" y="180" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">신경망 합성</text>
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<g fill="#333333"><rect x="12" y="112" width="10" height="18" rx="5"/><path d="M9,127 a8,8 0 0 0 16,0" fill="none" stroke="#333333" stroke-width="2"/><rect x="16" y="135" width="2" height="7"/><rect x="11" y="142" width="12" height="2"/></g>
<g fill="#333333"><path d="M740,124 h6 l8,-7 v26 l-8,-7 h-6 z"/><path d="M757,120 a10,10 0 0 1 0,20" fill="none" stroke="#333333" stroke-width="2"/><path d="M757,125 a5,5 0 0 1 0,10" fill="none" stroke="#333333" stroke-width="2"/></g>
<rect x="40" y="225" width="700" height="75" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="390" y="245" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">직렬 블로킹: 각 단계는 이전 단계가 끝날 때까지 대기</text>
<text x="390" y="267" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">사용자 발화 2~3초 → VAD 대기 → ASR 대기 → LLM 유휴 → 모든 대기 구간을 낭비</text>
<text x="390" y="287" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">기술 스택: Node.js WebSocket + AudioWorklet (128 샘플 ≈ 2.7ms) + FFmpeg</text>
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<style>text { font-family: Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif !important; }</style>
<text x="170" y="83" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">VAD 대기</text>
<rect x="180" y="65" width="166" height="36" rx="3" fill="#e0e0e0" stroke="#333333" stroke-width="2"/>
<rect x="180" y="65" width="104" height="36" rx="3" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="354" y="83" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">500-800ms</text>
<text x="170" y="127" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">ASR 전사</text>
<rect x="284" y="109" width="41" height="36" rx="3" fill="#e0e0e0" stroke="#333333" stroke-width="2"/>
<rect x="284" y="109" width="10" height="36" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="333" y="127" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">50-200ms</text>
<text x="170" y="171" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">LLM TTFT</text>
<rect x="294" y="153" width="104" height="36" rx="3" fill="#e0e0e0" stroke="#333333" stroke-width="2"/>
<rect x="294" y="153" width="20" height="36" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="406" y="171" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">100-500ms</text>
<text x="170" y="215" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">LLM 생성</text>
<rect x="315" y="197" width="62" height="36" rx="3" fill="#e0e0e0" stroke="#333333" stroke-width="2"/>
<rect x="315" y="197" width="20" height="36" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="385" y="215" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">100-300ms</text>
<text x="170" y="259" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">TTS 합성</text>
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<rect x="336" y="241" width="41" height="36" rx="3" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="448" y="259" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">200-500ms</text>
<line x1="180" y1="290" x2="660" y2="290" stroke="#999999" stroke-width="2"/>
<line x1="180" y1="286" x2="180" y2="294" stroke="#999999" stroke-width="2"/>
<text x="180" y="308" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">0ms</text>
<line x1="284" y1="286" x2="284" y2="294" stroke="#999999" stroke-width="2"/>
<text x="284" y="308" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">500ms</text>
<line x1="388" y1="286" x2="388" y2="294" stroke="#999999" stroke-width="2"/>
<text x="388" y="308" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">1000ms</text>
<line x1="493" y1="286" x2="493" y2="294" stroke="#999999" stroke-width="2"/>
<text x="493" y="308" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">1500ms</text>
<line x1="597" y1="286" x2="597" y2="294" stroke="#999999" stroke-width="2"/>
<text x="597" y="308" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">2000ms</text>
<rect x="40" y="330" width="700" height="80" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="390" y="350" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">총 응답 시간</text>
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<text x="160" y="382" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">최소: 950ms ≈ 0.9s</text>
<rect x="280" y="368" width="200" height="28" rx="3" fill="#e0e0e0" stroke="#333333" stroke-width="2"/>
<text x="380" y="382" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">최대: 2300ms ≈ 2.3s</text>
<text x="580" y="382" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">← 이상적인 무부하 상태</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 360" width="780" height="360" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<style>text { font-family: Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif !important; }</style>
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<line x1="120" y1="60" x2="120" y2="310" stroke="#333333" stroke-width="2"/>
<text x="380" y="344" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="18" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">사용률 ρ</text>
<text x="70" y="185" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold" transform="rotate(-90 70 185)">총 지연 시간 (s)</text>
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<text x="120" y="328" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">0.0</text>
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<text x="224.0" y="328" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">0.2</text>
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<text x="328.0" y="328" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">0.4</text>
<line x1="432.0" y1="310" x2="432.0" y2="315" stroke="#333333" stroke-width="2"/>
<text x="432.0" y="328" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">0.6</text>
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<text x="536.0" y="328" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">0.8</text>
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<text x="640.0" y="328" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">1.0</text>
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<text x="110" y="310.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">0</text>
<line x1="115" y1="268.3333333333333" x2="120" y2="268.3333333333333" stroke="#333333" stroke-width="2"/>
<text x="110" y="268.3333333333333" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">2</text>
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<line x1="115" y1="226.66666666666669" x2="120" y2="226.66666666666669" stroke="#333333" stroke-width="2"/>
<text x="110" y="226.66666666666669" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">4</text>
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<line x1="115" y1="185.0" x2="120" y2="185.0" stroke="#333333" stroke-width="2"/>
<text x="110" y="185.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">6</text>
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<text x="110" y="143.33333333333334" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">8</text>
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<line x1="115" y1="101.66666666666666" x2="120" y2="101.66666666666666" stroke="#333333" stroke-width="2"/>
<text x="110" y="101.66666666666666" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">10</text>
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<line x1="115" y1="60.0" x2="120" y2="60.0" stroke="#333333" stroke-width="2"/>
<text x="110" y="60.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">12</text>
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<text x="395.0" y="253.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">ρ=0.5 → 2s</text>
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<text x="550.0" y="193.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">ρ=0.8 → 5s</text>
<text x="550.0" y="212.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">허용 불가</text>
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<text x="600" y="75.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">ρ→1 → ∞</text>
<text x="390" y="365" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">총 지연 시간 = S/(1−ρ) 무부하 지연 시간 S=1s</text>
<text x="390" y="386" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">프로덕션 환경에서 ρ는 보통 0.5~0.8 → 실제 지연 시간은 무부하 지연 시간의 2~5배</text>
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book-ko/images/fig6-9.svg
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 480" width="780" height="480" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<style>text { font-family: Arial, 'Apple SD Gothic Neo', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif !important; }</style>
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<text x="117" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">OpenAI Realtime</text>
<rect x="42" y="94" width="150" height="24" rx="3" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="117" y="106" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">gpt-realtime</text>
<text x="117" y="136" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">서버 측 VAD + 턴 감지</text>
<text x="117" y="158" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">비동기 함수 호출</text>
<text x="117" y="180" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">끼어들기: 현재 생성 중단</text>
<text x="117" y="200" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">본질은 여전히 VAD 프레임워크</text>
<text x="117" y="222" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal">2024 프리뷰 · GPT-4o 기반</text>
<rect x="214" y="58" width="170" height="195" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="299" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Gemini Live</text>
<rect x="224" y="94" width="150" height="24" rx="3" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="299" y="106" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Gemini 2.0</text>
<text x="299" y="136" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">VAD 민감도 설정 가능</text>
<text x="299" y="158" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">끼어들어도 전송 정보 유지</text>
<text x="299" y="180" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">대화 일관성 최적화</text>
<text x="299" y="202" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">OpenAI와 유사한 전략</text>
<rect x="396" y="58" width="170" height="195" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="481" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Qwen3-Omni</text>
<rect x="406" y="94" width="150" height="24" rx="3" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="481" y="106" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Thinker-Talker MoE</text>
<text x="481" y="136" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">사고(이해) + 표현(생성)</text>
<text x="481" y="158" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">다중 코드북 음성 인코딩</text>
<text x="481" y="180" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">첫 패킷 지연 234ms</text>
<text x="481" y="202" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">36개 중 22개 SOTA</text>
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<text x="663" y="80" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Step-Audio 2</text>
<rect x="588" y="94" width="150" height="24" rx="3" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="663" y="106" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">잠재 오디오 인코딩 + RL</text>
<text x="663" y="136" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">종단 간 음성 토큰</text>
<text x="663" y="158" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">준언어 이해 83.09%</text>
<text x="663" y="180" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">CoT 사고 + RAG + 도구</text>
<text x="663" y="202" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Qwen2.5-Omni(44.18%)를 능가</text>
<rect x="40" y="273" width="700" height="100" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="390" y="295" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">대부분 해법의 공통 한계: 여전히 턴 감지 메커니즘에 의존</text>
<text x="180" y="321" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">턴 감지의 한계</text>
<text x="180" y="341" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">사용자 멈춤 ≠ 발화 종료</text>
<text x="180" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">망설일 때 능동적 유도 필요</text>
<text x="400" y="321" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">단순한 끼어들기 판단</text>
<text x="400" y="341" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;음&quot;, &quot;네&quot;는 맞장구 ≠ 끼어들기</text>
<text x="400" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">배경 소음을 발화로 오인</text>
<text x="620" y="321" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">근본 원인</text>
<text x="620" y="341" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">VAD는 음향 신호 기반</text>
<text x="620" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">의미 수준 정보 포착 불가</text>
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<text x="390" y="408" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">입력/출력 아키텍처 비교</text>
<text x="60" y="430" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">기존 직렬형</text>
<text x="210" y="430" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">오디오→VAD→ASR→텍스트→LLM→텍스트→TTS→오디오</text>
<text x="60" y="445" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">OpenAI/Gemini</text>
<text x="210" y="445" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">오디오→종단 간 모델(VAD 내장)→오디오/텍스트</text>
<text x="60" y="460" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Qwen3-Omni</text>
<text x="210" y="460" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">오디오/이미지/동영상→Thinker(MoE)→Talker→음성 코덱</text>
<text x="60" y="475" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Step-Audio 2</text>
<text x="210" y="475" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">원본 오디오→잠재 인코더→LLM+RL→오디오+텍스트 토큰</text>
<text x="60" y="491" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">전이중 Moshi</text>
<text x="210" y="491" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">병렬 이중 오디오 스트림 + 내적 독백 텍스트 스트림 → VAD / 턴 감지 불필요</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 820 260" width="820" height="260" style="background:#ffffff">
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<style>text { font-family: "Noto Sans CJK KR", "Apple SD Gothic Neo", "Malgun Gothic", Arial, sans-serif !important; }</style>
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<text x="310.0" y="64.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1단계: 평가 환경</text>
<text x="310.0" y="90.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">“어디서 평가하는가” — 도구 호출형 / 인간-컴퓨터 상호작용형 / 시뮬레이션 환경</text>
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<rect x="30" y="124" width="560" height="64" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="310.0" y="144.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">2단계: 평가 방법</text>
<text x="310.0" y="170.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">“어떻게 판단하는가” — 데이터 세트 설계 · LLM-as-a-Judge · 쌍대 비교와 순위</text>
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<rect x="30" y="204" width="560" height="64" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="310.0" y="224.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">3단계: 평가 기반 의사결정</text>
<text x="310.0" y="250.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">“평가 후 무엇을 하는가” — 모델 선택 · 아키텍처 최적화 · 지속적 개선</text>
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<text x="705" y="64" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">장 전체의 공통 주제</text>
<text x="705" y="102" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">• 관측 가능성</text>
<text x="705" y="142" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">• 시뮬레이션 환경</text>
<text x="705" y="182" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">• 내부 평가</text>
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<style>text { font-family: "Noto Sans CJK KR", "Apple SD Gothic Neo", "Malgun Gothic", Arial, sans-serif !important; }</style>
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<text x="220" y="78" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">도구 호출형 (Verifiers)</text>
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<text x="220" y="192" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">도구 실행 환경</text>
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<text x="85" y="219.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">run_python(&quot;def fib(n): ...&quot;)</text>
<text x="85" y="237.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">→ {&quot;result&quot;: [1,1,2,3,5,8]}</text>
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<text x="220" y="302" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">실행 가능 검증기</text>
<rect x="75" y="312" width="290" height="48" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="85" y="331.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">assert fib(10) == 55 # PASS</text>
<text x="85" y="349.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">assert fib(0) == 0 # PASS</text>
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<rect x="100" y="392" width="240" height="40" rx="6" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="220" y="412" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">reward = 1.0 (모두 통과)</text>
<rect x="80" y="445" width="280" height="30" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="90" y="460" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">특징: 사람/LLM의 판정 불필요</text>
<rect x="460" y="55" width="400" height="460" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="660" y="78" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">인간-컴퓨터 상호작용형 (τ-bench)</text>
<rect x="475" y="95" width="165" height="42" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="557.5" y="116.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">사용자 시뮬레이터</text>
<rect x="680" y="95" width="165" height="42" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="762.5" y="116.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Agent (LLM)</text>
<line x1="640" y1="108" x2="678" y2="108" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="660.0" y="148.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" font-style="italic">&quot;항공편에 문제가 있어요&quot;</text>
<line x1="680" y1="128" x2="642" y2="128" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<line x1="762" y1="137" x2="762" y2="168" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="490" y="170" width="340" height="80" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="660" y="192" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">도구 호출</text>
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<text x="515" y="219.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">lookup_booking(&quot;BK-98712&quot;)</text>
<text x="515" y="237.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="10" fill="#333333" text-anchor="start" dominant-baseline="central">→ {&quot;status&quot;:&quot;confirmed&quot;,&quot;flight&quot;:&quot;UA123&quot;}</text>
<line x1="660" y1="250" x2="660" y2="278" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="490" y="280" width="340" height="100" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="660" y="302" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">이중 검증</text>
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<text x="515" y="331.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">① DB: booking.status == &quot;cancelled&quot;</text>
<text x="515" y="349.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">② 대화: &quot;환불 $150&quot; 포함</text>
<text x="515" y="367.0" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> &quot;영업일 기준 3~5일 이내 입금&quot; 포함</text>
<line x1="660" y1="380" x2="660" y2="406" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="520" y="408" width="280" height="40" rx="6" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="660" y="428" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">reward = 0/1 (둘 다 통과)</text>
<rect x="500" y="460" width="320" height="30" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="510" y="475" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">특징: 단계적 정보 공개 + 상태 검증</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 15 880 545" width="880" height="545" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<style>text { font-family: "Noto Sans CJK KR", "Apple SD Gothic Neo", "Malgun Gothic", Arial, sans-serif !important; }</style>
<rect x="20" y="70" width="220" height="230" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="130" y="93" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">사용자 시뮬레이터 (LLM)</text>
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<text x="30" y="115" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">알려진 정보:</text>
<text x="35" y="133" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">이름: Sarah Johnson</text>
<text x="35" y="151" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">예약: BK-98712</text>
<text x="30" y="177" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">작업 지시:</text>
<text x="35" y="195" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;항공편에 문제가 있는 것 같아요&quot;</text>
<text x="35" y="213" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">→ 세부 정보를 단계적으로 공개</text>
<text x="35" y="231" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">→ 예약 번호를 먼저 말하지 않음</text>
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<text x="430" y="93" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Agent (평가 대상)</text>
<line x1="310" y1="105" x2="550" y2="105" stroke="#999999" stroke-width="2"/>
<rect x="315" y="115" width="230" height="40" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="430" y="135" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">LLM 사고 + 전략 선택</text>
<text x="320" y="175" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">① 예약 번호를 알려주시겠어요?</text>
<text x="320" y="197" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">② lookup_booking(BK-98712)</text>
<text x="320" y="219" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">③ 항공편 UA123은 취소됨</text>
<text x="320" y="241" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">④ cancel_booking(BK-98712)</text>
<text x="320" y="263" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">⑤ 환불 $150, 영업일 기준 3~5일</text>
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<text x="740" y="93" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">도구 + 데이터베이스</text>
<line x1="630" y1="105" x2="850" y2="105" stroke="#999999" stroke-width="2"/>
<text x="635" y="120" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">lookup_booking</text>
<text x="780" y="120" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">예약 상세 조회</text>
<text x="635" y="142" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">modify_booking</text>
<text x="780" y="142" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">예약 상태 변경</text>
<text x="635" y="164" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">cancel_booking</text>
<text x="780" y="164" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">취소 및 환불</text>
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<text x="780" y="186" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">대체 항공편 검색</text>
<text x="635" y="208" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">send_notification</text>
<text x="780" y="208" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">확인 알림 전송</text>
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<text x="640" y="255" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">DB State:</text>
<text x="640" y="273" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="start" dominant-baseline="central">bookings, users, flights</text>
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<text x="269.0" y="140.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle">대화</text>
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<line x1="560" y1="155" x2="618" y2="155" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="589.0" y="145.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle">도구 호출</text>
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<path d="M 130,68 Q 435,30 740,68" fill="none" stroke="#666666" stroke-width="2" stroke-dasharray="6,3" marker-end="url(#ah-light)"/>
<text x="435" y="26" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">이중 제어 환경: 사용자 시뮬레이터도 공유 환경(도구 + 데이터베이스)을 직접 조작 가능</text>
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<text x="440.0" y="345" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">작업 완료 후: 다층 검증</text>
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<text x="170" y="388" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">DB 상태 검사</text>
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<text x="55" y="420" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">booking.status == 'cancelled'</text>
<text x="55" y="444" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">refund_record EXISTS</text>
<text x="55" y="468" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">refund.amount == 150.00</text>
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<text x="450" y="388" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">대화 내용 검증</text>
<line x1="330" y1="400" x2="570" y2="400" stroke="#999999" stroke-width="2"/>
<text x="335" y="420" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">'환불' + 금액 포함</text>
<text x="335" y="444" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">'입금 시점' 포함</text>
<text x="335" y="468" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">허위 정보 없음</text>
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<text x="730" y="388" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">절차 준수 검사</text>
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<text x="615" y="420" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">변경 전 사용자 확인 획득</text>
<text x="615" y="444" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">권한 밖 작업 없음</text>
<text x="615" y="468" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">상담원에게 과도한 이관 없음</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 490" width="880" height="490" style="background:#ffffff">
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<style>text { font-family: "Noto Sans CJK KR", "Apple SD Gothic Neo", "Malgun Gothic", Arial, sans-serif !important; }</style>
<rect x="30" y="60" width="250" height="150" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="155" y="82" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">루브릭(평가 기준)</text>
<line x1="40" y1="94" x2="270" y2="94" stroke="#999999" stroke-width="2"/>
<text x="45" y="115" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">사실 정확성: 필수</text>
<text x="45" y="137" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">논리적 일관성: 중요</text>
<text x="45" y="159" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">환각 감지: 거부 항목 ⚠</text>
<text x="45" y="181" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">완전성: 중요</text>
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<text x="440" y="82" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">후보 답변</text>
<line x1="325" y1="94" x2="555" y2="94" stroke="#999999" stroke-width="2"/>
<text x="330" y="115" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">Agent 출력:</text>
<text x="330" y="137" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;환불 처리가 완료되어 $150가</text>
<text x="330" y="159" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> 영업일 기준 3~5일 이내 입금됩니다.&quot;</text>
<text x="330" y="181" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"></text>
<rect x="600" y="60" width="250" height="150" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="725" y="82" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">참고 답안(선택 사항)</text>
<line x1="610" y1="94" x2="840" y2="94" stroke="#999999" stroke-width="2"/>
<text x="615" y="115" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">모범 답안 / 채점 기준:</text>
<text x="615" y="137" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">환불 금액을 반드시 포함</text>
<text x="615" y="159" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">입금 시점을 반드시 포함</text>
<text x="615" y="181" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">특정 날짜를 확약하지 않음</text>
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<line x1="440" y1="210" x2="440" y2="240" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<line x1="725" y1="210" x2="440" y2="240" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="280" y="245" width="320" height="50" rx="6" fill="#999999" stroke="#333333" stroke-width="2"/>
<text x="440" y="262" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">Judge 모델 (GPT-5 / Gemini 2.5)</text>
<text x="440" y="282" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#cccccc" text-anchor="middle" dominant-baseline="central" font-weight="normal">다중 출처 이기종 평가로 동일 계열 편향 방지</text>
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<rect x="60" y="328" width="760" height="180" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="440" y="350" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">구조화된 평가 출력</text>
<rect x="75" y="370" width="360" height="125" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="85" y="390" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">사실 정확성</text>
<text x="250" y="390" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">4/4</text>
<text x="300" y="390" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">금액과 시점 모두 정확</text>
<text x="85" y="414" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">완전성</text>
<text x="250" y="414" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">3/4</text>
<text x="300" y="414" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">환불 방식 설명 누락</text>
<text x="85" y="438" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">환각 감지</text>
<text x="250" y="438" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">PASS</text>
<text x="300" y="438" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">허위 정보 없음</text>
<text x="85" y="462" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">논리적 일관성</text>
<text x="250" y="462" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">4/4</text>
<text x="300" y="462" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">인과관계가 명확함</text>
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<text x="632" y="390" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">점수 집계 전략</text>
<text x="475" y="415" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">가중 평균: Σ(가중치×차원 점수)</text>
<text x="475" y="437" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">거부 항목: 환각=FAIL → 총점=0</text>
<text x="475" y="459" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">다중 평가자: Judge 3개 점수의 중앙값</text>
<text x="475" y="481" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">경계 사례 표시: 차이&gt;2점→사람 검토</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 570" width="880" height="570" style="background:#ffffff">
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<style>text { font-family: "Noto Sans CJK KR", "Apple SD Gothic Neo", "Malgun Gothic", Arial, sans-serif !important; }</style>
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<text x="440" y="83" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Chatbot Arena 익명 대결</text>
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<text x="200" y="120" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Model A(익명)</text>
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<text x="85" y="152" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;환불 처리가 완료되어 영업일 기준</text>
<text x="85" y="170" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"> 3~5일 이내 계좌에 입금됩니다&quot;</text>
<text x="440" y="155" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="24" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">VS</text>
<rect x="540" y="100" width="280" height="110" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="680" y="120" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Model B(익명)</text>
<rect x="555" y="135" width="250" height="60" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="565" y="152" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">&quot;네, 환불 처리해 드리겠습니다&quot;</text>
<text x="565" y="170" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central"></text>
<line x1="440" y1="180" x2="440" y2="235" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="570" y="210" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">사용자가 익명 응답 선택 → A 우세</text>
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<text x="440" y="262" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Elo 업데이트 공식</text>
<text x="60" y="285" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">기대 승률 E_A = 1/(1+10^((R_B-R_A)/400)) | 업데이트: R_A' = R_A + K*(1-E_A)</text>
<text x="440" y="345" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">실시간 순위표(예시)</text>
<text x="80" y="373" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">순위</text>
<text x="250" y="373" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">모델</text>
<text x="480" y="373" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Elo</text>
<text x="660" y="373" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">2위 대비 승률</text>
<line x1="50" y1="385" x2="830" y2="385" stroke="#999999" stroke-width="2"/>
<text x="80" y="405" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="bold">1</text>
<text x="250" y="405" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="normal">Claude 4 Opus</text>
<text x="480" y="405" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#999999" text-anchor="middle" dominant-baseline="central" font-weight="bold">1352</text>
<text x="660" y="405" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">—</text>
<text x="80" y="427" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#d0d0d0" text-anchor="middle" dominant-baseline="central" font-weight="bold">2</text>
<text x="250" y="427" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#d0d0d0" text-anchor="middle" dominant-baseline="central" font-weight="normal">GPT-5</text>
<text x="480" y="427" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#d0d0d0" text-anchor="middle" dominant-baseline="central" font-weight="bold">1318</text>
<text x="660" y="427" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">—</text>
<text x="80" y="449" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">3</text>
<text x="250" y="449" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Gemini 2.5 Pro</text>
<text x="480" y="449" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1290</text>
<text x="660" y="449" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">45%</text>
<text x="80" y="471" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">4</text>
<text x="250" y="471" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">DeepSeek R2</text>
<text x="480" y="471" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1265</text>
<text x="660" y="471" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">42%</text>
<text x="80" y="493" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">5</text>
<text x="250" y="493" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Qwen 3 Max</text>
<text x="480" y="493" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1230</text>
<text x="660" y="493" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">39%</text>
<text x="80" y="515" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">6</text>
<text x="250" y="515" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">Llama 4 405B</text>
<text x="480" y="515" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1198</text>
<text x="660" y="515" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">36%</text>
<line x1="50" y1="437" x2="830" y2="437" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<rect x="100" y="545" width="680" height="55" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="440" y="565" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">GRPO: 쌍대 비교를 RL 학습에 반영</text>
<text x="440" y="587" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">후보 응답 집합 → 상대 어드밴티지 정규화 → 정책 업데이트(명시적 보상 모델 우회)</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 660" width="880" height="660" style="background:#ffffff">
<defs><marker id="ah" markerWidth="7" markerHeight="10" refX="7" refY="5" orient="auto" markerUnits="userSpaceOnUse"><polygon points="0 0, 7 5, 0 10" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<style>text { font-family: "Noto Sans CJK KR", "Apple SD Gothic Neo", "Malgun Gothic", Arial, sans-serif !important; }</style>
<rect x="30" y="66" width="400" height="552" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="230" y="92" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">실행 트리(단일 작업)</text>
<rect x="50" y="108" width="360" height="46" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="230" y="131" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Trace: 베이징의 내일 날씨 조회 (3.2s, $0.008)</text>
<rect x="50" y="164" width="360" height="64" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="68" y="189" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">LLM Call: 의도 파악</text>
<text x="68" y="211" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Claude 4 Sonnet · 0.4s · 320 tokens</text>
<rect x="50" y="238" width="360" height="64" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="68" y="263" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Tool: get_weather(Beijing)</text>
<text x="68" y="285" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">MCP Server · 1.8s · 200ms TTFT</text>
<rect x="86" y="312" width="324" height="64" rx="6" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="104" y="337" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">├─ HTTP 요청</text>
<text x="104" y="359" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">api.weather.com · 1.6s</text>
<rect x="86" y="386" width="324" height="64" rx="6" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="104" y="411" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">└─ 응답 파싱</text>
<text x="104" y="433" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">JSON → 구조화된 날씨 데이터</text>
<rect x="50" y="460" width="360" height="64" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="68" y="485" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">LLM Call: 응답 생성</text>
<text x="68" y="507" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Claude 4 Sonnet · 0.8s · 580 tokens</text>
<rect x="50" y="534" width="360" height="64" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="68" y="559" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">Tool: send_message(user)</text>
<text x="68" y="581" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">0.2s · 날씨 요약 포함</text>
<line x1="230" y1="154" x2="230" y2="163" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<line x1="230" y1="228" x2="230" y2="237" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<line x1="248" y1="302" x2="248" y2="311" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<line x1="248" y1="376" x2="248" y2="385" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<line x1="248" y1="450" x2="248" y2="459" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<line x1="230" y1="524" x2="230" y2="533" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="470" y="66" width="380" height="552" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="660" y="92" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">모니터링 대시보드</text>
<rect x="490" y="116" width="340" height="140" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="660" y="142" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">비용 추적</text>
<text x="510" y="174" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">오늘: $12.30(1,200회)</text>
<text x="510" y="198" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">이번 달: $340(34K회)</text>
<text x="510" y="222" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">이상: task#892가 search를 14회 반복 호출, 비용 $2.1</text>
<rect x="490" y="272" width="340" height="140" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="660" y="298" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">성능 모니터링</text>
<text x="510" y="330" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">P50 / P95 / P99 지연 시간: 2.1s / 8.4s / 15.2s</text>
<text x="510" y="354" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">도구 성공률: 94.3%</text>
<rect x="490" y="428" width="340" height="140" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="660" y="454" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">품질 감사</text>
<text x="510" y="486" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">작업 성공률: 87% 환각 발생: 2.1%</text>
<text x="510" y="510" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">안전 위반: 0(이번 달) 사용자 만족도: 4.3/5</text>
<rect x="30" y="640" width="820" height="46" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="440" y="663" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">폐루프: 트레이스 데이터 → 문제 발견 → A/B 테스트 → 프롬프트 버전 관리 → 지속적 최적화</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 980 520" width="980" height="520" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<style>text { font-family: "Noto Sans CJK KR", "Apple SD Gothic Neo", "Malgun Gothic", Arial, sans-serif !important; }</style>
<rect x="20" y="60" width="420" height="130" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="230" y="82" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">① 관찰: 진단 보고서</text>
<text x="40" y="102" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">전체 성공률: 88% (102/116)</text>
<text x="40" y="124" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">transcription: 0% complex_ui: 17%</text>
<text x="40" y="146" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">math_counting: 0% Wi-Fi 조작: 0%</text>
<text x="40" y="168" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">Task 82,102-115에 실패 집중</text>
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<text x="660" y="82" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">② 가설: 3계층 개선 프레임워크</text>
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<text x="505.0" y="106.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">표층</text>
<text x="545" y="106" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">H1 설정 탐색 힌트 H2 UI 규칙</text>
<rect x="475" y="126" width="60" height="24" rx="12" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="505.0" y="138.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">중층</text>
<text x="545" y="138" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">H3 멀티모달 파이프라인 수정 H4 사고</text>
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<text x="505.0" y="170.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">심층</text>
<text x="545" y="170" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">H5 GPT-5 H6 UI 요소 트리</text>
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<rect x="20" y="210" width="840" height="120" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="440" y="232" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">③ 실험: 단계별 검증(설정마다 5회×116개 작업)</text>
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<text x="135" y="268" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">H1 탐색</text>
<text x="135" y="288" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">설정 0%→75%</text>
<text x="135" y="304" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">token+8%</text>
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<text x="345" y="268" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">H3 멀티모달</text>
<text x="345" y="288" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">전사 0%→80%</text>
<text x="345" y="304" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">지연 +1s</text>
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<text x="555" y="268" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">H4 사고</text>
<text x="555" y="288" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">수량 집계 0%→70%</text>
<text x="555" y="304" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">지연 3x!</text>
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<text x="765" y="268" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">H6 요소 트리</text>
<text x="765" y="288" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">UI 17%→52%</text>
<text x="765" y="304" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">token+30%</text>
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<text x="230" y="372" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">④ 결정: 비용-효과 절충</text>
<text x="40" y="395" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">✓ H1+H3: 저비용·고효과 → 배포</text>
<text x="40" y="419" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">✗ H4: 작업의 8%만 혜택·지연 3x → 거부</text>
<text x="40" y="443" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">✓ H6: 35%p 개선/비용 30% → 배포</text>
<text x="40" y="467" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">✗ H5: 15s/단계는 허용 불가 → 보류</text>
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<text x="660" y="372" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">⑤ 반복: 새 주기</text>
<text x="480" y="395" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">H1+H3+H6 배포 → 88%→94%</text>
<text x="480" y="419" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central">새 보고서에서 다른 실패 유형 발견:</text>
<text x="480" y="443" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central"> H7: 조건부 사고 활성화</text>
<text x="480" y="467" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="13" fill="#333333" text-anchor="start" dominant-baseline="central"> H8: 제스처 행동 공간 확장</text>
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<text x="885" y="270" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">↑ 반복</text>
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<text x="440" y="521" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#ffffff" text-anchor="middle" dominant-baseline="central" font-weight="bold">방법론: 관찰→가설→실험→결정→반복 = 연금술에서 과학적 엔지니어링으로</text>
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<text x="172.0" y="105.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Mock API</text>
<text x="172.0" y="143.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">단위 테스트 수준</text>
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<text x="301.6" y="153" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">MCP 샌드박스</text>
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<text x="430" y="240" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">시뮬레이터</text>
<text x="430" y="262" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">실제 앱 작업 116개</text>
<text x="430" y="280" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">UI Automator</text>
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<text x="550" y="306" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">GPU 병렬 처리</text>
<text x="550" y="329" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">병렬 인스턴스 수천 개</text>
<text x="550" y="347" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">정밀도 일부 절충</text>
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<text x="645" y="367" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="end" dominant-baseline="central" font-weight="bold">물리 엔진</text>
<text x="645" y="389" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">고정밀 충돌</text>
<text x="645" y="407" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="end" dominant-baseline="central" font-weight="normal">단일 인스턴스 CPU</text>
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<text x="790" y="360" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="15" fill="#333333" text-anchor="start" dominant-baseline="central" font-weight="bold">현실 세계</text>
<text x="790" y="382" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">완벽한 충실도</text>
<text x="790" y="402" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">재설정 불가</text>
<line x1="157.6" y1="116.39999999999998" x2="784.0" y2="410.1" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 880 480" width="880" height="480" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-compact" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto" markerUnits="userSpaceOnUse"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<style>text { font-family: "Noto Sans CJK KR", "Apple SD Gothic Neo", "Malgun Gothic", Arial, sans-serif !important; }</style>
<rect x="20" y="65" width="220" height="250" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="130" y="88" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">멀티모달 관측</text>
<rect x="35" y="105" width="190" height="42" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="130" y="120" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">헤드 카메라</text>
<text x="130" y="138" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">224×224 RGB</text>
<rect x="35" y="160" width="190" height="42" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="130" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">왼쪽 손목 카메라</text>
<text x="130" y="193" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">224×224 RGB</text>
<rect x="35" y="215" width="190" height="42" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="130" y="230" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">오른쪽 손목 카메라</text>
<text x="130" y="248" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">224×224 RGB</text>
<rect x="35" y="275" width="190" height="30" rx="4" fill="#f5f5f5" stroke="#999999" stroke-width="2"/>
<text x="45" y="290" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">14차원 관절 상태 벡터</text>
<rect x="280" y="65" width="310" height="250" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="435" y="88" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">비전-언어-행동 모델 (VLA)</text>
<rect x="295" y="105" width="280" height="50" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="450" y="125" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">비전 인코더</text>
<text x="450" y="145" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">SigLIP → 시각 tokens</text>
<line x1="435" y1="157" x2="435" y2="168" stroke="#333333" stroke-width="2" marker-end="url(#ah-compact)"/>
<rect x="295" y="170" width="280" height="50" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="450" y="190" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">언어 모델</text>
<text x="450" y="210" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">Llama 2 7B backbone</text>
<line x1="435" y1="222" x2="435" y2="233" stroke="#333333" stroke-width="2" marker-end="url(#ah-compact)"/>
<rect x="295" y="235" width="280" height="78" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="435" y="252" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">행동 디코더</text>
<text x="435" y="272" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ 14차원 연속 제어 벡터</text>
<text x="435" y="298" font-family="'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Noto Sans Mono CJK KR', 'D2Coding', 'Apple SD Gothic Neo', 'Malgun Gothic', 'Courier New', Courier, monospace" font-size="11" fill="#333333" text-anchor="middle" dominant-baseline="central">행동 청킹: 한 번에 연속 행동 25개 생성</text>
<line x1="240" y1="132" x2="278" y2="132" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<line x1="240" y1="257" x2="278" y2="257" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="300" y="345" width="260" height="32" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="430" y="361" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">지시: &quot;캔을 냄비 안에 넣으세요&quot;</text>
<line x1="430" y1="345" x2="430" y2="315" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="630" y="65" width="230" height="250" rx="6" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="745" y="88" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">SAPIEN 물리 엔진</text>
<rect x="645" y="105" width="200" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="745" y="125" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">양팔 로봇</text>
<text x="745" y="145" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">팔마다 7자유도 = 14차원 행동</text>
<rect x="645" y="175" width="200" height="55" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="745" y="195" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">환경 무작위화</text>
<text x="745" y="215" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">위치 60cm / 방향 ±22.5°</text>
<rect x="645" y="245" width="200" height="55" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="745" y="265" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">충돌 감지 + 물리 시뮬레이션</text>
<text x="745" y="285" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">강체/연체/마찰력</text>
<line x1="590" y1="220" x2="628" y2="220" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="609.0" y="210.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle">행동</text>
<line x1="630" y1="130" x2="592" y2="130" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="611.0" y="120.0" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle">관측</text>
<line x1="20" y1="385" x2="860" y2="385" stroke="#999999" stroke-width="2" stroke-dasharray="8,4"/>
<text x="440.0" y="408" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">평가 지표</text>
<rect x="60" y="425" width="180" height="75" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="150" y="445" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">성공률</text>
<text x="150" y="465" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">캔이 냄비 안에 있고</text>
<text x="150" y="483" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">떨어지지 않음</text>
<rect x="260" y="425" width="180" height="75" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="350" y="445" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">완료 시간</text>
<text x="350" y="465" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">25단계×25개 행동</text>
<text x="350" y="483" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">= 제어 625단계</text>
<rect x="460" y="425" width="180" height="75" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="550" y="445" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">일반화 역량</text>
<text x="550" y="465" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">위치·방향·외형</text>
<text x="550" y="483" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">변화에 일반화</text>
<rect x="660" y="425" width="180" height="75" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="750" y="445" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Sim-to-Real</text>
<text x="750" y="465" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">도메인 무작위화</text>
<text x="750" y="483" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">→ 실제 환경 전이</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 440" width="780" height="440" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="80" y="120" width="260" height="130" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="210" y="145" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Agent(탐험가)</text>
<text x="210" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">정책 π: 상태 관측 →</text>
<text x="210" y="198" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">행동 선택(이동/줍기/공격)</text>
<text x="210" y="225" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">ε-탐욕: 90% 최적, 10% 무작위</text>
<rect x="440" y="120" width="260" height="130" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="570" y="145" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">환경(미로 세계)</text>
<text x="570" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">방 5개 · 열쇠/문/경비병</text>
<text x="570" y="198" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">전이: P(창고|홀,동쪽)=1.0</text>
<text x="570" y="225" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">R(경비병 격파)=+50, R(이동)=0</text>
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<text x="390.0" y="95" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">행동 A(t) = &quot;동쪽으로 이동&quot;</text>
<line x1="438" y1="235" x2="342" y2="235" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<text x="390.0" y="270" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">상태 S(t+1) + 보상 R(t+1)</text>
<text x="390" y="300" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">궤적: S(0), A(0), R(1), S(1), A(1), R(2), ...</text>
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<text x="102.0" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">S(0): 입구 홀</text>
<text x="102.0" y="375" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A(0): 동쪽</text>
<text x="102.0" y="393" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">R(1): 0</text>
<line x1="171.0" y1="373" x2="181.0" y2="373" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<rect x="179.0" y="340" width="134.0" height="70" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="246.0" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">S(1): 창고</text>
<text x="246.0" y="375" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A(1): 열쇠 줍기</text>
<text x="246.0" y="393" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">R(2): +5</text>
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<rect x="323.0" y="340" width="134.0" height="70" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="390.0" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">S(2): 창고</text>
<text x="390.0" y="375" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A(2): 북쪽</text>
<text x="390.0" y="393" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">R(3): 0</text>
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<rect x="467.0" y="340" width="134.0" height="70" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="534.0" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">S(3): 경비실</text>
<text x="534.0" y="375" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A(3): 은검 조합</text>
<text x="534.0" y="393" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">R(4): +10</text>
<line x1="603.0" y1="373" x2="613.0" y2="373" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<rect x="611.0" y="340" width="134.0" height="70" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="678.0" y="357" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">S(4): 경비실</text>
<text x="678.0" y="375" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">A(4): 공격</text>
<text x="678.0" y="393" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">R(5): +50</text>
<text x="390" y="460" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">목표: 누적 보상 최대화 G = R(1) + γR(2) + γ²R(3) + ... (γ=0.99)</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 340" width="780" height="340" style="background:#ffffff">
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<text x="165" y="87" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">데이터 준비</text>
<text x="165" y="115" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">입력-출력 쌍: (x, y)</text>
<text x="165" y="137" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">음성: 참조 오디오→스타일 토큰</text>
<text x="165" y="159" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">증류: 교사 출력→학생 목표</text>
<text x="165" y="181" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">다국어: 사고 템플릿 시연</text>
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<text x="395" y="87" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">학습 최적화</text>
<text x="395" y="115" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">L = −Σ log P(yᵢ|xᵢ)</text>
<text x="395" y="137" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">조건부 로그 우도 최대화</text>
<text x="395" y="159" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">수천~수만 개 예시</text>
<text x="395" y="181" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">수 시간 내 수렴</text>
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<text x="625" y="87" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">효과 평가</text>
<text x="625" y="115" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">형식 준수 ✓</text>
<text x="625" y="137" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">지시 이해 ✓</text>
<text x="625" y="159" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">스타일 일관성 ✓</text>
<text x="625" y="181" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">분포 외 일반화 ✗</text>
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<line x1="502" y1="120" x2="518" y2="120" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="40" y="225" width="700" height="120" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="390" y="247" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">SFT가 고정하는 &quot;프로토콜&quot; 유형</text>
<text x="142" y="275" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">음성 SFT</text>
<text x="142" y="297" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">스타일 제어 프로토콜</text>
<text x="142" y="315" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">음색 + 준언어 표지</text>
<text x="307" y="275" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">다국어 SFT</text>
<text x="307" y="297" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">사고 구성 템플릿</text>
<text x="307" y="315" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;분석→가설→검증→요약&quot;</text>
<text x="472" y="275" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">프롬프트 증류</text>
<text x="472" y="297" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">교사 출력 매핑</text>
<text x="472" y="315" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">긴 프롬프트를 학습해 바로 출력</text>
<text x="637" y="275" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">도구 호출 SFT</text>
<text x="637" y="297" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">인터페이스 형식 프로토콜</text>
<text x="637" y="315" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">JSON 스키마 + 오류 처리</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 340" width="780" height="340" style="background:#ffffff">
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<text x="190" y="88" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1단계: SFT로 형식 고정</text>
<text x="190" y="115" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">목표: 파싱 가능한 출력(JSON/도구 호출)</text>
<text x="190" y="137" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">데이터: 고품질 시연 수천 건</text>
<text x="190" y="159" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">중단 조건: 형식 안정, 기본 역량 확보</text>
<text x="190" y="181" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">⚠ 과도한 학습 → 모델이 학습 분포로 붕괴</text>
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<text x="370" y="115" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">형식</text>
<text x="370" y="135" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">안정</text>
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<text x="570" y="88" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">2단계: RL로 정책 형성</text>
<text x="570" y="115" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">목표: 작업 보상 최대화(정확도/성공률)</text>
<text x="570" y="137" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">전제: 출력 형식 안정 → 보상 계산 가능</text>
<text x="570" y="159" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">돌파: SFT 시연을 뛰어넘는 새 전략 발견</text>
<text x="570" y="181" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ 형식 안정 + 전략 일반화 = 배포 준비 완료</text>
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<text x="390" y="238" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">왜 SFT를 건너뛰고 곧바로 RL을 할 수 없는가?</text>
<text x="390" y="262" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">기반 모델 출력이 비구조적 → JSON 파싱 불가 → 보상 함수가 NaN 반환 → 그래디언트 0 → 학습 완전 실패</text>
<text x="390" y="310" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">SFT는 분포를 암기 → RL은 전략을 일반화</text>
<text x="390" y="338" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">SFT: max Σ log P(y|x)(학습 분포 적합) RL: max E[R(τ)](작업 목표 최적화)</text>
<text x="390" y="362" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">&quot;시연을 아무리 늘려도 새 상황에서 성능이 나쁘다&quot;면 → RL로 전환할 임계점</text>
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<rect x="30" y="55" width="340" height="165" rx="8" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="42" y="73" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">GP-L(텍스트 전용)</text>
<rect x="45" y="82" width="150" height="50" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="120" y="100" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">학습 세트</text>
<text x="120" y="116" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">J/Q/K = 10</text>
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<rect x="220" y="82" width="135" height="50" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="287" y="100" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">테스트 세트(OOD)</text>
<text x="287" y="116" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">J=11, Q=12, K=13</text>
<text x="195" y="155" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">입력: &quot;[7, J, 3, 5]로 24 만들기&quot;</text>
<text x="195" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">출력: &quot;(J-7)×(5+3) = 3×8 = 24&quot;</text>
<text x="195" y="195" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">* OOD에서 J=11: &quot;(11-7)×(5+3)=32≠24&quot;</text>
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<text x="422" y="73" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">GP-VL(비전-언어)</text>
<rect x="425" y="82" width="150" height="50" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="500" y="100" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">학습 세트</text>
<text x="500" y="116" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">♠♣ 검은색 무늬</text>
<line x1="577" y1="107" x2="598" y2="107" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="600" y="82" width="135" height="50" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="667" y="100" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">테스트 세트(OOD)</text>
<text x="667" y="116" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">♥♦ 붉은색 무늬</text>
<text x="575" y="155" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">입력: 카드 이미지</text>
<text x="575" y="175" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">비전 인코더 → 숫자 인식 → 사고</text>
<text x="575" y="195" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">* OOD: 무늬 외형 변화로 시각적 견고성 평가</text>
<text x="390" y="245" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">Llama-3.2-Vision-11B</text>
<rect x="40" y="265" width="320" height="50" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="200" y="282" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">SFT 경로</text>
<text x="200" y="302" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">max Σ log P(y|x) | 학습 분포 암기</text>
<rect x="420" y="265" width="320" height="50" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="580" y="282" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">RL 경로(PPO)</text>
<text x="580" y="302" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">max E[R(τ)] | 일반화 전략 탐색</text>
<rect x="30" y="340" width="720" height="160" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="390" y="362" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">OOD 테스트 결과(SFT 초기화 기준선 대비 변화)</text>
<text x="100" y="390" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold"></text>
<text x="245" y="390" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">규칙 OOD(GP-L)</text>
<text x="415" y="390" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">규칙 OOD(GP-VL)</text>
<text x="590" y="390" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">시각 OOD(GP-VL)</text>
<text x="100" y="415" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">SFT 추가 학습</text>
<text x="245" y="415" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">−8.1% (11.5→3.4)</text>
<text x="415" y="415" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">−5.6%</text>
<text x="590" y="415" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">−9.9% (23.6→13.7)</text>
<text x="100" y="440" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">RL 추가 학습</text>
<text x="245" y="440" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">+3.5% (11.5→15.0)</text>
<text x="415" y="440" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">+3.0%</text>
<text x="590" y="440" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">+17.6% (23.6→41.2)</text>
<text x="390" y="470" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">결론: 분포 밖에서 SFT는 하락, RL은 향상 — &quot;SFT는 암기하고 RL은 일반화한다&quot;</text>
<text x="390" y="490" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">핵심 전제: SFT 없이 엔드투엔드 RL은 완전히 실패(출력이 비구조적이라 보상 계산 불가)</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 450" width="780" height="450" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
<rect x="40" y="80" width="160" height="50" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="120" y="105" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">입력 프롬프트 x</text>
<line x1="202" y1="105" x2="238" y2="105" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="240" y="50" width="280" height="120" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="380" y="70" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">정책 모델 πθ에서 병렬 샘플링</text>
<text x="255" y="95" font-family="'Noto Sans Mono CJK KR', D2Coding, 'Noto Sans KR', 'Malgun Gothic', monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">y₁: (8+6)×3-4 = 38 ✗</text>
<text x="255" y="117" font-family="'Noto Sans Mono CJK KR', D2Coding, 'Noto Sans KR', 'Malgun Gothic', monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">y₂: 3×4×(8-6) = 24 ✓</text>
<text x="255" y="139" font-family="'Noto Sans Mono CJK KR', D2Coding, 'Noto Sans KR', 'Malgun Gothic', monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">y₃: 8×4-6-3 = 23 ✗</text>
<text x="255" y="161" font-family="'Noto Sans Mono CJK KR', D2Coding, 'Noto Sans KR', 'Malgun Gothic', monospace" font-size="12" fill="#333333" text-anchor="start" dominant-baseline="central">y₄: (8+4)×3÷6 = 6 ✗</text>
<line x1="522" y1="105" x2="558" y2="105" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<rect x="560" y="70" width="190" height="98" rx="6" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="655" y="90" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">보상 계산</text>
<text x="655" y="112" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">R₁ = 0 (오답)</text>
<text x="655" y="126" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">R₂ = 1 (정답)</text>
<text x="655" y="140" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">R₃ = 0 (오답)</text>
<text x="655" y="154" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">R₄ = 0 (오답)</text>
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<text x="390" y="238" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">상대 어드밴티지 계산(가치 네트워크 불필요)</text>
<text x="390" y="262" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">A(yi) = (Ri - mean(R)) / std(R) → A1=-0.58 A2=+1.73 A3=-0.58 A4=-0.58</text>
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<text x="390" y="337" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">정책 업데이트(대칭 클리핑)</text>
<text x="390" y="365" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">L = -E[ min(r(θ)·A, clip(r(θ), 1-ε, 1+ε)·A) ]</text>
<text x="390" y="390" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">대칭 클리핑 [1-ε, 1+ε], ε=0.2 · 그룹 내 상대 비교로 어드밴티지 계산 · 가치 네트워크 불필요</text>
<text x="390" y="435" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">GRPO 핵심 장점</text>
<text x="390" y="460" font-family="Arial, 'Apple SD Gothic Neo', 'Noto Sans CJK KR', 'Noto Sans KR', 'Malgun Gothic', 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">보상 모델/가치 네트워크 불필요 · 그룹 내 상대 비교 · 온라인 탐색 역량 유지 · 검증 가능한 보상에 적합</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 380" width="780" height="380" style="background:#ffffff">
<defs><marker id="ah" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#333333"/></marker><marker id="ah-light" markerWidth="12" markerHeight="8" refX="12" refY="4" orient="auto"><polygon points="0 0, 12 4, 0 8" fill="#999999"/></marker></defs>
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<text x="47" y="73" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">단일 턴(Single-turn)</text>
<text x="205" y="95" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">GeneralPoints / AdaptThink</text>
<text x="50" y="112" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">Prompt: &quot;[7,J,3,5]로 24 계산&quot;</text>
<text x="50" y="137" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ LLM이 사고 + 답변을 한 번에 생성</text>
<text x="50" y="162" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ 답변 검증 → R ∈ {0, 1}</text>
<text x="50" y="187" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">→ 정책 업데이트</text>
<text x="205" y="220" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">상태 유지 없음 · 즉시 보상 · 간단한 기여도 할당</text>
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<text x="417" y="73" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold">다중 턴(Multi-turn)</text>
<text x="575" y="95" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">V-IRL 내비게이션 / AWorld 도구</text>
<text x="420" y="112" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">1단계: 거리 풍경 관찰 → 좌회전 결정</text>
<text x="420" y="137" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">2단계: 랜드마크 인식 → 방향 수정</text>
<text x="420" y="162" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">3단계: 길을 잘못 듦 → R=-1</text>
<text x="420" y="187" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="normal">... 20단계: 목표 도달 → R=+1</text>
<text x="575" y="220" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">단계 간 상태 유지 · 지연 보상 · 기여도 할당 어려움</text>
<text x="390" y="275" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">기여도 할당</text>
<text x="205" y="275" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">즉시 피드백, 단계마다 평가</text>
<text x="575" y="275" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">지연 피드백, 가장 기여한 단계 판단</text>
<text x="390" y="307" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">상태 관리</text>
<text x="205" y="307" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">숨은 상태 없음</text>
<text x="575" y="307" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">부분 관측, 이력 유지 필요</text>
<text x="390" y="339" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">보상 설계</text>
<text x="205" y="339" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">결과 보상만으로 충분(0/1)</text>
<text x="575" y="339" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">과정 보상과 결과 보상의 절충</text>
<text x="390" y="371" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">탐색 비용</text>
<text x="205" y="371" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">한 번 생성</text>
<text x="575" y="371" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">전체 궤적(10-50단계)</text>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 40 780 340" width="780" height="340" style="background:#ffffff">
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<text x="130" y="83" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">1단계</text>
<text x="130" y="105" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">전방 관찰</text>
<text x="130" y="123" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">좌회전 선택</text>
<text x="130" y="145" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">R=+1</text>
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<text x="260" y="83" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">2단계</text>
<text x="260" y="105" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">도로 표지판 인식</text>
<text x="260" y="123" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">방향 확인</text>
<text x="260" y="145" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">R=+1</text>
<line x1="323" y1="115" x2="329" y2="115" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<rect x="328" y="65" width="124" height="100" rx="4" fill="#e8e8e8" stroke="#333333" stroke-width="2"/>
<text x="390" y="83" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">3단계</text>
<text x="390" y="105" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">교차로를 지나침</text>
<text x="390" y="123" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">계속 직진</text>
<text x="390" y="145" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="bold">R=−1</text>
<line x1="453" y1="115" x2="459" y2="115" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<rect x="458" y="65" width="124" height="100" rx="4" fill="#f0f0f0" stroke="#333333" stroke-width="2"/>
<text x="520" y="83" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">4단계</text>
<text x="520" y="105" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">오류 발견</text>
<text x="520" y="123" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">유턴해 복귀</text>
<text x="520" y="145" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">R=0</text>
<line x1="583" y1="115" x2="589" y2="115" stroke="#999999" stroke-width="2" marker-end="url(#ah-light)"/>
<rect x="588" y="65" width="124" height="100" rx="4" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="650" y="83" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">5단계</text>
<text x="650" y="105" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">목표 도달</text>
<text x="650" y="123" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal">작업 완료</text>
<text x="650" y="145" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">R=+10</text>
<rect x="30" y="195" width="720" height="60" rx="4" fill="#f5f5f5" stroke="#333333" stroke-width="2"/>
<text x="390" y="213" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">핵심 질문: 최종 보상 +10은 어느 단계에 귀속해야 하는가?</text>
<text x="390" y="237" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">3단계에서 실수했지만 4단계에서 교정 → 4단계의 교정이 1-2단계의 올바른 행동보다 중요</text>
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<text x="200" y="295" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">과정 보상(V-IRL 내비게이션)</text>
<text x="200" y="317" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">단계별 즉시 피드백: 올바름 +1 / 오류 −1</text>
<text x="200" y="335" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ 기여도 할당 완화 ✗ 탐색 제한 가능</text>
<rect x="410" y="275" width="340" height="80" rx="6" fill="#d0d0d0" stroke="#333333" stroke-width="2"/>
<text x="580" y="295" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold">결과 보상(SimpleVLA-RL)</text>
<text x="580" y="317" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">종료 시에만 피드백: 성공 1 / 실패 0</text>
<text x="580" y="335" font-family="'Noto Sans CJK KR', 'Apple SD Gothic Neo', 'Malgun Gothic', Arial, sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal">✓ 탐색 자유 극대화 ✗ 학습 난이도 증가</text>
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