{
  "created_at_utc": "2026-10-03T19:08:14.238708+00:00",
  "base_url": "http://127.0.0.1:8000",
  "dataset": "evals\\knowledge_retrieval.jsonl",
  "indexing": {
    "semantic_indexed_documents": 11,
    "documents": 11,
    "embedding_models": [
      "granite-embedding:278m"
    ]
  },
  "metrics": {
    "cases": 11,
    "hit_at_1": 1.0,
    "hit_at_3": 1.0,
    "mean_reciprocal_rank": 1.0,
    "evidence_rate": 1.0
  },
  "results": [
    {
      "id": "conversation-storage-ar",
      "query": "أين تحفظ المحادثات؟",
      "expected_document": "storage.md",
      "expected_evidence": "SQLite",
      "rank": 1,
      "top_paths": [
        "storage.md",
        "workspace.md",
        "preview.md",
        "images.md",
        "audio.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المحادثات تحفظ في قاعدة SQLite المحلية كي تبقى متاحة بعد إغلاق التطبيق أو تحديث الصفحة. (storage.md، المقطع 0)",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "storage.md",
        "routing.md",
        "workspace.md",
        "images.md",
        "preview.md"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    },
    {
      "id": "image-model-ar",
      "query": "ما النموذج الذي يعالج الصور تلقائيًا؟",
      "expected_document": "images.md",
      "expected_evidence": "Ministral 3:3b",
      "rank": 1,
      "top_paths": [
        "images.md",
        "routing.md",
        "timeout.md",
        "workspace.md",
        "pdf.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المصدر: images.md، المقطع 0\nالصور المرفقة تحول تلقائيًا إلى نموذج Ministral 3:3b المحلي لتحليل الصورة واستخراج النص منها.",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "images.md",
        "timeout.md",
        "routing.md",
        "pdf.md",
        "storage.md"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    },
    {
      "id": "preview-safety-ar",
      "query": "كيف نحمي معاينة الملف قبل الموافقة؟",
      "expected_document": "preview.md",
      "expected_evidence": "SHA256",
      "rank": 1,
      "top_paths": [
        "preview.md",
        "workspace.md",
        "pdf.md",
        "storage.md",
        "routing.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المصدر: preview.md، المقطع 0\nنُربط معاينة الملف ببصمة SHA256، ويجب أن يوافق المستخدم قبل تطبيق التغيير على مساحة العمل.",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "preview.md",
        "storage.md",
        "pdf.md",
        "workspace.md",
        "routing.md"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    },
    {
      "id": "pdf-extraction-ar",
      "query": "كيف نستخرج النص من صفحات PDF؟",
      "expected_document": "pdf.md",
      "expected_evidence": "pypdf",
      "rank": 1,
      "top_paths": [
        "pdf.md",
        "images.md",
        "audio.md",
        "workspace.md",
        "search.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المصدر: pdf.md، المقطع 0\nيستخرج pypdf النص الرقمي من صفحات PDF محليًا، ويحافظ على رقم الصفحة ضمن المقتطف المرسل للنموذج.",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "pdf.md",
        "images.md",
        "audio.md",
        "search.md",
        "routing.md"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    },
    {
      "id": "voice-transcription-ar",
      "query": "أي خدمة تفرغ التسجيلات الصوتية؟",
      "expected_document": "audio.md",
      "expected_evidence": "Groq",
      "rank": 1,
      "top_paths": [
        "audio.md",
        "workspace.md",
        "skills.md",
        "pdf.md",
        "preview.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المصدر: audio.md، المقطع 0\nيرسل مسار الصوت التسجيل إلى Groq باستخدام Whisper للتفريغ، ثم يعود النص إلى واجهة المحادثة.",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "audio.md",
        "pdf.md",
        "workspace.md",
        "storage.md",
        "images.md"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    },
    {
      "id": "workspace-boundary-ar",
      "query": "كيف نحمي مساحة العمل من قراءة الملفات المخفية؟",
      "expected_document": "workspace.md",
      "expected_evidence": ".git",
      "rank": 1,
      "top_paths": [
        "workspace.md",
        "preview.md",
        "pdf.md",
        "images.md",
        "skills.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "يستطيع قارئ مساحة العمل رفض المسارات خارج الجذر، ويستثني مجلد `.git` والملفات المخفية وبيئات البناء.\\nالملف: workspace.md، المقطع: 0",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "workspace.md",
        "preview.md",
        "pdf.md",
        "images.md",
        "storage.md"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    },
    {
      "id": "web-search-en",
      "query": "Which provider searches multiple web sources?",
      "expected_document": "search.md",
      "expected_evidence": "DuckDuckGo",
      "rank": 1,
      "top_paths": [
        "search.md",
        "skills.md",
        "routing.md",
        "timeout.md",
        "workspace.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "الملف: search.md، المقطع: 0\nThe experimental multi-source web search adapter queries DuckDuckGo and returns source URLs with the summary.",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "search.md",
        "routing.md",
        "timeout.md",
        "images.md",
        "pdf.md"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    },
    {
      "id": "database-version-en",
      "query": "How are old conversation answers migrated?",
      "expected_document": "migration.md",
      "expected_evidence": "selected_version",
      "rank": 1,
      "top_paths": [
        "migration.md",
        "storage.md",
        "images.md",
        "audio.md",
        "preview.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المعلومات حول كيفية ترحيل إجابات المحادثات القديمة غير متوفرة في المقاطع المسترجعة.",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "migration.md",
        "storage.md",
        "images.md",
        "routing.md",
        "audio.md"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    },
    {
      "id": "model-routing-ar",
      "query": "ما الحقول التي يعيدها API بعد تحويل الصور: requested_model وauto_routed؟",
      "expected_document": "routing.md",
      "expected_evidence": "auto_routed",
      "rank": 1,
      "top_paths": [
        "routing.md",
        "images.md",
        "storage.md",
        "timeout.md",
        "skills.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "الحقول التي يعيدها API بعد تحويل الصور هي `requested_model` و`auto_routed`.\nالمصدر: routing.md، المقطع 0",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "routing.md",
        "images.md",
        "storage.md",
        "timeout.md",
        "search.md"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    },
    {
      "id": "api-timeout-ar",
      "query": "كيف يعرض API انتهاء مهلة النموذج؟",
      "expected_document": "timeout.md",
      "expected_evidence": "504",
      "rank": 1,
      "top_paths": [
        "timeout.md",
        "routing.md",
        "skills.md",
        "images.md",
        "storage.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المصدر: timeout.md، المقطع 0\n\nعند انتهاء مهلة النموذج المحلي، يرجع FastAPI حالة HTTP 504 مع رسالة عربية موحدة ومعرّف الطلب.",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "routing.md",
        "timeout.md",
        "storage.md",
        "search.md",
        "images.md"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    },
    {
      "id": "skill-permissions-en",
      "query": "How does the server restrict tools for a selected skill?",
      "expected_document": "skills.md",
      "expected_evidence": "allowed_tools",
      "rank": 1,
      "top_paths": [
        "skills.md",
        "migration.md",
        "workspace.md",
        "preview.md",
        "storage.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المصدر: skills.md، المقطع 0\nالخادم يقوم بتصفية الأدوات المُعلن عنها ويرفض أي استدعاء للنموذج خارج تلك المجموعة.",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "skills.md",
        "migration.md",
        "workspace.md",
        "preview.md",
        "storage.md"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    }
  ],
  "note": "Small deterministic fixture set. Retrieval metrics cover source ranking and evidence presence, not general RAG quality. Optional agent answers are retained for human review and are not auto-scored."
}