correction-memory

Self-improving LLM document extraction on AWS. Each human QA correction improves future extractions via few-shot self-healing and deterministic rule graduation — no retraining, no redeployment. Costs decrease over time.

Specific intelligence for one person. MCP server that turns every correction you make to Claude into persistent, injectable memory — with an autonomous Ghost engine that learns from rejection.

Correction memory system for LLMs