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ai-agent-book 精选快照（<2MB 代码与文档，来自 github.com/bojieli/ai-agent-book）
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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="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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<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="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>
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<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>
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<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>
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<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>
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<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>
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<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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