{
  "created_at_utc": "2026-10-04T10:56:30.361774+00:00",
  "base_url": "http://127.0.0.1:8000",
  "dataset": "evals\\knowledge_retrieval_extended.jsonl",
  "indexing": {
    "semantic_indexed_documents": 14,
    "documents": 14,
    "embedding_models": [
      "granite-embedding:278m"
    ]
  },
  "metrics": {
    "cases": 14,
    "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",
        "long_technical_guide.md",
        "workspace.md",
        "scanned_approval_notice.pdf",
        "archive_retention_policy.pdf"
      ],
      "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",
        "long_technical_guide.md",
        "archive_retention_policy.pdf",
        "routing.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",
        "long_technical_guide.md",
        "scanned_approval_notice.pdf"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المقطع الذي يجيب على السؤال هو:\n\"الصور المرفقة تحول تلقائيًا إلى نموذج Ministral 3:3b المحلي لتحليل الصورة واستخراج النص منها.\" من الملف images.md، المقطع 0",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "images.md",
        "routing.md",
        "timeout.md",
        "long_technical_guide.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",
        "long_technical_guide.md",
        "archive_retention_policy.pdf",
        "workspace.md",
        "scanned_approval_notice.pdf"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المعلمة هي: تُربط معاينة الملف ببصمة SHA256، ويجب أن يوافق المستخدم قبل تطبيق التغيير على مساحة العمل. (preview.md، المقطع 0).",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "preview.md",
        "long_technical_guide.md",
        "archive_retention_policy.pdf",
        "storage.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",
        "archive_retention_policy.pdf",
        "images.md",
        "audio.md",
        "long_technical_guide.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "لإخراج النص من صفحات PDF، يمكن استخدام مكتبة `pypdf` التي تستخرج النص الرقمي من ملفات PDF محليًا وتحافظ على رقم الصفحة ضمن المقتطف المرسل للنموذج.\n\nالملف: pdf.md، المقطع: 0",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "pdf.md",
        "archive_retention_policy.pdf",
        "images.md",
        "audio.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",
        "scanned_approval_notice.pdf",
        "archive_retention_policy.pdf",
        "long_technical_guide.md",
        "workspace.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المعلومات المتوفرة لا تجيب على سؤالك حول أي خدمة تفرغ التسجيلات الصوتية.",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "audio.md",
        "long_technical_guide.md",
        "archive_retention_policy.pdf",
        "scanned_approval_notice.pdf"
      ],
      "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",
        "long_technical_guide.md",
        "archive_retention_policy.pdf",
        "scanned_approval_notice.pdf"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المعلومات المتاحة لا تجيب مباشرة على سؤالك حول كيفية حماية مساحة العمل من قراءة الملفات المخفية بشكل صريح في المقاطع المسترجعة.\n\nالمقاطع المسترجعة هي:\n*   `workspace.md` · المقطع 0\n*   `preview.md` · المقطع 0\n*   `long_technical_guide.md` · المقطع 8\n*   `archive_retention_policy.pdf` · المقطع 0\n\nلا يوجد دليل مباشر يوضح كيفية حماية مساحة العمل من قراءة الملفات المخفية.",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "workspace.md",
        "preview.md",
        "long_technical_guide.md",
        "archive_retention_policy.pdf"
      ],
      "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",
        "long_technical_guide.md",
        "skills.md",
        "routing.md",
        "archive_retention_policy.pdf"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المُزوِّد الذي يبحث في مصادر ويب متعددة هو مُُكيِّف البحث التجريبي متعدد المصادر.\n\nالملف: search.md، المقطع: 0",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "search.md",
        "long_technical_guide.md",
        "archive_retention_policy.pdf",
        "routing.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",
        "archive_retention_policy.pdf",
        "long_technical_guide.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المعلومات المتوفرة لا تجيب مباشرة على السؤال حول كيفية ترحيل إجابات المحادثات القديمة.",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "migration.md",
        "archive_retention_policy.pdf",
        "long_technical_guide.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",
        "long_technical_guide.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المقطع الذي يجيب على سؤالك هو:\n\"عند وصول صورة مع نموذج نصي، يختار API نموذج الرؤية المحلي المثبت ويعيد requested_model وmodel وauto_routed.\"\nالملف: routing.md، المقطع: 0",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "routing.md",
        "images.md",
        "storage.md",
        "long_technical_guide.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",
        "long_technical_guide.md",
        "skills.md",
        "images.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المقطع الذي يجيب على سؤالك هو:\n\"عند انتهاء مهلة النموذج المحلي، يرجع FastAPI حالة HTTP 504 مع رسالة عربية موحدة ومعرّف الطلب.\"\nالمسار: timeout.md، المقطع 0",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "routing.md",
        "timeout.md",
        "long_technical_guide.md",
        "archive_retention_policy.pdf"
      ],
      "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",
        "long_technical_guide.md",
        "migration.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المقطع الذي يجيب على السؤال هو:\n\"Each local agent skill declares an allowed_tools set. The server filters the advertised tools and rejects any model call outside that set.\"\nالملف: skills.md، المقطع: 0",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "skills.md",
        "long_technical_guide.md",
        "migration.md"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    },
    {
      "id": "long-guide-deep-approval-en",
      "query": "What must happen before a proposed production change can be saved?",
      "expected_document": "long_technical_guide.md",
      "expected_evidence": "two-stage approval",
      "rank": 1,
      "top_paths": [
        "long_technical_guide.md",
        "scanned_approval_notice.pdf",
        "migration.md"
      ],
      "expected_document_chunks": [
        17,
        4,
        8,
        11,
        13,
        16
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "للحفظ أي تغيير مقترح إلى مساحة العمل الإنتاجية، يجب أن يحدث موافقة من مرحلتين: أولاً، يقوم المستخدم بمراجعة الاختلاف المقترح بالكامل، ثم يتحقق الخادم من تجزئة الملف الأصلية ويتلقى تأكيدًا صريحًا قبل الكتابة.\n\nالمصدر: long_technical_guide.md، المقطع 17.",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "long_technical_guide.md",
        "scanned_approval_notice.pdf",
        "migration.md"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    },
    {
      "id": "pdf-archive-page-limit-en",
      "query": "What is the maximum number of pages accepted when indexing one PDF?",
      "expected_document": "archive_retention_policy.pdf",
      "expected_evidence": "30 pages",
      "rank": 1,
      "top_paths": [
        "archive_retention_policy.pdf",
        "pdf.md",
        "long_technical_guide.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المقطع الذي يجيب على السؤال هو:\n\"A single PDF may contain at most 30 pages for local indexing.\" من الملف archive_retention_policy.pdf، المقطع 0.",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "archive_retention_policy.pdf",
        "long_technical_guide.md",
        "scanned_approval_notice.pdf"
      ],
      "agent_steps": [
        {
          "tool": "search_knowledge",
          "status": "completed"
        }
      ],
      "human_rating": null
    },
    {
      "id": "scanned-pdf-ocr-deadline-en",
      "query": "What calendar date ends the archive restoration approval window?",
      "expected_document": "scanned_approval_notice.pdf",
      "expected_evidence": "17 October 2026",
      "rank": 1,
      "top_paths": [
        "scanned_approval_notice.pdf",
        "archive_retention_policy.pdf",
        "long_technical_guide.md"
      ],
      "expected_document_chunks": [
        0
      ],
      "evidence_found": true,
      "search_mode": "hybrid",
      "agent_answer": "المقطع الذي يجيب على السؤال موجود في الملف `scanned_approval_notice.pdf` في المقطع 0.\n\"Approval deadline: 17 October 2026\"",
      "agent_tool": "search_knowledge",
      "agent_files": [
        "scanned_approval_notice.pdf",
        "archive_retention_policy.pdf",
        "long_technical_guide.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."
}