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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="171.145" y="73" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">GP-L (نص عادي)</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, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">مجموعة التدريب</text>
<text x="120" y="116" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">ي/س/ك = 10</text>
<line x1="197" y1="107" x2="218" y2="107" stroke="#333333" stroke-width="2" marker-end="url(#ah)"/>
<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, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">مجموعة الاختبار (OOD)</text>
<text x="287" y="116" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">ي=11، س=12، ك=13</text>
<text x="195" y="155" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">الإدخال: "استخدم [7، J، 3، 5] لحساب 24"</text>
<text x="195" y="175" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">الإخراج: "(J-7)×(5+3) = 3×8 = 24"</text>
<text x="195" y="195" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">* OOD عندما J=11: "(11-7)×(5+3)=32≠24"</text>
<rect x="410" y="55" width="340" height="165" rx="8" fill="#ffffff" stroke="#333333" stroke-width="2" stroke-dasharray="8,4"/>
<text x="613.427" y="73" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="13" fill="#666666" text-anchor="start" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">GP-VL (لغة الرؤية)</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, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">مجموعة التدريب</text>
<text x="500" y="116" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">♠♣ الدعاوى السوداء</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, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="9.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">مجموعة الاختبار (OOD)</text>
<text x="667" y="116" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">♥♦ بدلات حمراء</text>
<text x="575" y="155" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">الإدخال: صورة بطاقة اللعب</text>
<text x="575" y="175" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">المشفّر البصري ← التعرف على الأرقام ← الاستدلال</text>
<text x="575" y="195" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">* OOD: يختبر اختلاف مظهر البدلة القوة البصرية</text>
<text x="390" y="245" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">اللاما-3.2-الرؤية-11ب</text>
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<text x="200" y="282" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">مسار SFT</text>
<text x="200" y="302" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">ماكس Σ سجل P(y|x) | حفظ توزيع التدريب</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, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="16" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">مسار RL (PPO)</text>
<text x="580" y="302" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">الحد الأقصى E[R(τ)] | استكشاف استراتيجيات التعميم</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, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="20" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">نتائج اختبار OOD (نسبة إلى خط الأساس SFT)</text>
<text x="100" y="390" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="11.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold"/>
<text x="245" y="390" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">القاعدة OOD (GP-L)</text>
<text x="415" y="390" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">القاعدة OOD (GP-VL)</text>
<text x="590" y="390" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">OOD المرئي (GP-VL)</text>
<text x="100" y="415" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">ملحق SFT</text>
<text x="245" y="415" font-family="Arial, 'Helvetica Neue', Helvetica, '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, 'Helvetica Neue', Helvetica, '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, 'Helvetica Neue', Helvetica, '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, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="14" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">ملحق RL</text>
<text x="245" y="440" font-family="Arial, 'Helvetica Neue', Helvetica, '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, 'Helvetica Neue', Helvetica, '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, 'Helvetica Neue', Helvetica, '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, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12.5" fill="#333333" text-anchor="middle" dominant-baseline="central" font-weight="bold" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">الاستنتاج: SFT يتناقص باستمرار خارج التوزيع، ويتحسن RL باستمرار - "SFT يحفظ، RL يعمم"</text>
<text x="390" y="490" font-family="Arial, 'Helvetica Neue', Helvetica, 'PingFang SC', 'Microsoft YaHei', sans-serif" font-size="12" fill="#666666" text-anchor="middle" dominant-baseline="central" font-weight="normal" direction="rtl" unicode-bidi="plaintext" style="font-family:'Noto Sans Arabic','Noto Sans',Arial,sans-serif">الفرضية الأساسية: فشل RL من النهاية إلى النهاية بدون SFT تمامًا (الإخراج غير منظم، ولا يمكن حساب المكافأة)</text>
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