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Lossless Context Management (LCM) from the Voltropy paper offers a technique to prevent AI agents from forgetting information in long conversations by storing all messages verbatim in SQLite while feeding the model compressed summaries, enabling retrieval of exact details without loss. The openlcm library provides a drop-in replacement for LangGraph's MemorySaver and supports other frameworks.