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Mnemograph offers a sophisticated, persistent memory solution for AI partners like Claude Code, moving beyond simple key-value stores. It captures entities, relations, and observations in a knowledge graph, allowing AIs to retain learnings, decisions, and patterns across sessions. This system facilitates advanced capabilities such as semantic search, tiered context retrieval from shallow summaries to deep subgraphs, and robust version control akin to Git, enabling branching, committing, and reverting of the AI's knowledge. Its event-sourced architecture ensures a complete audit trail and the ability to time-travel through the AI's memory, fostering collaboration and deeper understanding of AI behavior.