docs(specs): memory research — MemMachine, HeLa-Mem, ReasoningBank#3337
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docs(specs): memory research — MemMachine, HeLa-Mem, ReasoningBank#3337
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This was referenced Apr 24, 2026
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…oningBank Adds three spec documents derived from recent memory research papers: - 004-10: MemMachine (arXiv:2604.04853) — retrieval-depth-first memory; retrieval depth config, search prompt templates, query bias correction, episode preservation. Closes #3325. - 004-11: HeLa-Mem (arXiv:2604.16839) — Hebbian learning episodic-semantic memory; edge weight reinforcement, periodic consolidation, spreading activation retrieval. Closes #3324. - 004-12: ReasoningBank (arXiv:2509.25140) — distilled reasoning strategy memory; async self-judge + distillation pipeline, Qdrant strategy store, ContextBuilder preamble injection. Closes #3312. Updates specs/README.md index.
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Summary
004-10for MemMachine (arXiv:2604.04853): retrieval-depth-first memory with depth config, search prompt templates, query bias correction, episode preservation004-11for HeLa-Mem (arXiv:2604.16839): Hebbian learning with edge weight reinforcement, periodic consolidation pass, optional spreading activation retrieval004-12for ReasoningBank (arXiv:2509.25140): async self-judge + distillation pipeline, Qdrant strategy store, ContextBuilder preamble injectionspecs/README.mdindex.local/testing/playbooks/memory-research.mdwith priority matrix and test scenarioscoverage-status.md(allUntested)Closes
Test plan
specs/README.mdentries are accuratecargo nextest runnot required