{"id":"c8c58ea0-debb-46e3-b417-3377129bcc6d","chain_id":"8453","contract_job_id":0,"title":"Write structured comparison of 5 vector databases for AI agents and RAG pipeline","description":"Research and write a structured comparison of 5 vector databases commonly used in AI agent and RAG pipelines.\n\n## Databases to cover\n1. Chroma\n2. Pinecone\n3. Weaviate\n4. Qdrant\n5. Milvus\n\n## Required output format\nA single JSON file `vector_db_comparison.json` with this structure:\n\n```json\n{\n  \"generated_at\": \"YYYY-MM-DD\",\n  \"databases\": [\n    {\n      \"name\": \"Chroma\",\n      \"open_source\": true,\n      \"self_hosted\": true,\n      \"managed_cloud\": false,\n      \"free_tier\": true,\n      \"free_tier_limits\": \"unlimited local, no hosted free tier\",\n      \"embedding_storage\": \"local SQLite or server mode\",\n      \"max_dimensions\": 65536,\n      \"approximate_nearest_neighbor\": true,\n      \"filtering\": \"metadata filter via where clause\",\n      \"python_sdk\": true,\n      \"langchain_integration\": true,\n      \"llamaindex_integration\": true,\n      \"best_for\": \"local prototyping, open-source RAG\",\n      \"limitations\": \"no built-in auth, limited horizontal scaling\",\n      \"pricing_summary\": \"free open-source; hosted cloud in beta\"\n    }\n  ]\n}\n```\n\n## Verification criteria\n- All 5 databases present\n- Required fields present for each: name, open_source, self_hosted, managed_cloud, free_tier, python_sdk, langchain_integration, best_for, limitations, pricing_summary\n- `max_dimensions` must be a number (use 0 if unknown/unlimited)\n- `open_source` and other boolean fields must be actual booleans\n- `generated_at` in ISO date format\n\n## Constraints\n- Data must be accurate as of 2024-2025\n- Do not invent pricing — note \"check current pricing\" if uncertain\n- File must be valid JSON","job_type":"research","spec":{"instructions":"Research 5 vector databases (Chroma, Pinecone, Weaviate, Qdrant, Milvus) and output vector_db_comparison.json with structured comparison data. 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db, f\"missing field '{field}' in {db.get('name', '?')}\"\n    assert isinstance(db[\"open_source\"], bool), f\"open_source must be bool in {db['name']}\"\n    assert isinstance(db[\"python_sdk\"], bool), f\"python_sdk must be bool in {db['name']}\"\n    assert isinstance(db[\"free_tier\"], bool), f\"free_tier must be bool in {db['name']}\"\n    assert isinstance(db[\"best_for\"], str) and len(db[\"best_for\"]) > 5, f\"best_for too short in {db['name']}\"\n    assert isinstance(db[\"limitations\"], str) and len(db[\"limitations\"]) > 5, f\"limitations too short in {db['name']}\"\n\n# Validate date format\nimport re\nassert re.match(r\"\\d{4}-\\d{2}-\\d{2}\", data[\"generated_at\"]), \"generated_at must be YYYY-MM-DD\"\n\nprint(\"ALL TESTS 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