Remove legacy storage implementations and deprecated examples: - Delete FAISS, JSON, Memgraph, Milvus, MongoDB, Nano Vector DB, Neo4j, NetworkX, Qdrant, Redis storage backends - Remove Kubernetes deployment manifests and installation scripts - Delete unofficial examples for deprecated backends and offline deployment docs Streamline core infrastructure: - Consolidate storage layer to PostgreSQL-only implementation - Add full-text search caching with FTS cache module - Implement metrics collection and monitoring pipeline - Add explain and metrics API routes Modernize frontend and tooling: - Switch web UI to Bun with bun.lock, remove npm and pnpm lockfiles - Update Dockerfile for PostgreSQL-only deployment - Add Makefile for common development tasks - Update environment and configuration examples Enhance evaluation and testing capabilities: - Add prompt optimization with DSPy and auto-tuning - Implement ground truth regeneration and variant testing - Add prompt debugging and response comparison utilities - Expand test coverage with new integration scenarios Simplify dependencies and configuration: - Remove offline-specific requirement files - Update pyproject.toml with streamlined dependencies - Add Python version pinning with .python-version - Create project guidelines in CLAUDE.md and AGENTS.md
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Context:
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{content_data}
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Guidelines:
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- Use the exact terminology from the question in your response.
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- The first sentence must directly answer the question, employing the question’s wording.
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- Follow the structure that matches the indicated {response_type}.
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{coverage_guidance}
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Structure by {response_type}:
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- If the question begins with “What were the lessons/challenges/considerations…”, enumerate the points as (1), (2), (3), …
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- If the question begins with “How does X describe/explain…”, give a concise summary of X’s explanation.
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- If the question begins with “What are the relationships/interdependencies…”, describe the connections clearly.
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Rules:
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- Every fact must come from the Context above.
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- If the needed information is absent, explicitly state that the context does not contain it.
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- Do not include citation markers; they will be added automatically.
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Question: {user_prompt}
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Answer: |