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Acknowledgments

Palinode builds on ideas from across the agent memory landscape:

  • Karpathy's LLM Knowledge Bases — the original "agents need memory" gist that kicked off much of this work
  • Letta — tiered memory (main context + archival), self-editing memory blocks
  • LangMem — typed schemas, background consolidation
  • memsearch — hybrid BM25 + vector search, content-hash dedup
  • Hermes — FTS5 sanitization patterns, security scanning
  • OB1 — two-door capture pattern (structured vs unstructured intake)

If you know of prior art we missed, please open an issue.