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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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<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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