{
  "created_at_utc": "2026-10-02T14:03:39.595295+00:00",
  "base_url": "http://127.0.0.1:8000",
  "dataset": "evals\\knowledge_retrieval.jsonl",
  "metrics": {
    "cases": 11,
    "hit_at_1": 0.8181818181818182,
    "hit_at_3": 0.9090909090909091,
    "mean_reciprocal_rank": 0.8636363636363636,
    "evidence_rate": 0.9090909090909091
  },
  "results": [
    {
      "id": "conversation-storage-ar",
      "query": "أين تحفظ المحادثات؟",
      "expected_document": "storage.md",
      "expected_evidence": "SQLite",
      "rank": 1,
      "top_paths": [
        "storage.md"
      ],
      "evidence_found": true
    },
    {
      "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",
        "timeout.md"
      ],
      "evidence_found": true
    },
    {
      "id": "preview-safety-ar",
      "query": "كيف نحمي معاينة الملف قبل الموافقة؟",
      "expected_document": "preview.md",
      "expected_evidence": "SHA256",
      "rank": 1,
      "top_paths": [
        "preview.md"
      ],
      "evidence_found": true
    },
    {
      "id": "pdf-extraction-ar",
      "query": "كيف نستخرج النص من صفحات PDF؟",
      "expected_document": "pdf.md",
      "expected_evidence": "pypdf",
      "rank": 1,
      "top_paths": [
        "pdf.md",
        "audio.md",
        "images.md"
      ],
      "evidence_found": true
    },
    {
      "id": "voice-transcription-ar",
      "query": "أي خدمة تفرغ التسجيلات الصوتية؟",
      "expected_document": "audio.md",
      "expected_evidence": "Groq",
      "rank": null,
      "top_paths": [],
      "evidence_found": false
    },
    {
      "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"
      ],
      "evidence_found": true
    },
    {
      "id": "web-search-en",
      "query": "Which provider searches multiple web sources?",
      "expected_document": "search.md",
      "expected_evidence": "DuckDuckGo",
      "rank": 1,
      "top_paths": [
        "search.md"
      ],
      "evidence_found": true
    },
    {
      "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"
      ],
      "evidence_found": true
    },
    {
      "id": "model-routing-ar",
      "query": "متى يحول النظام الصور إلى نموذج الرؤية؟",
      "expected_document": "routing.md",
      "expected_evidence": "auto_routed",
      "rank": 2,
      "top_paths": [
        "images.md",
        "routing.md",
        "audio.md"
      ],
      "evidence_found": true
    },
    {
      "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"
      ],
      "evidence_found": true
    },
    {
      "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"
      ],
      "evidence_found": true
    }
  ],
  "note": "Small deterministic fixture set; measures lexical retrieval only, not answer quality or general RAG quality."
}