LightRAG/optimization_results/run_20251210_195648/final_prompt.txt
clssck 59e89772de refactor: consolidate to PostgreSQL-only backend and modernize stack
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
2025-12-12 16:28:49 +01:00

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Context:
{content_data}
Guidelines:
- Use the exact terminology from the question in your response.
- The first sentence must directly answer the question, employing the questions wording.
- Follow the structure that matches the indicated {response_type}.
{coverage_guidance}
Structure by {response_type}:
- If the question begins with “What were the lessons/challenges/considerations…”, enumerate the points as (1), (2), (3), …
- If the question begins with “How does X describe/explain…”, give a concise summary of Xs explanation.
- If the question begins with “What are the relationships/interdependencies…”, describe the connections clearly.
Rules:
- Every fact must come from the Context above.
- If the needed information is absent, explicitly state that the context does not contain it.
- Do not include citation markers; they will be added automatically.
Question: {user_prompt}
Answer: