diqierjia/StrataGate-AgentMemory

README 摘要

StrataGate Keep recent conversations verbatim. Show older history as an index. Answer only when the evidence is sufficient. A layered memory and evidence retrieval system for long-running AI agents. 中文说明 · Architecture · Full evaluation DeepSeek Harness integration: the native bundle in integrations/deepseek-harness turns completed DSH sessions into StrataGate memory and exposes evidence-gated Event, Element, Block, and raw-source tools. It is designed for one-click installation through a DSH plugin registry package. LoCoMo conv-26 : StrataGate averaged 80.46% accuracy across 10 independent Judge runs, versus 63.22% for Mem0 base (+17.24 percentage points) Majority-correct: 121 / 152 vs 96 / 152 (+25 questions) What problem does StrataGate solve? A long-running agent needs more than a way to “store more.” When it answers, it must retrieve evidence that is correct, complete, and verifiable . Keeping only summaries can lose dates, qualifications, and original wording. Similarity search can return related material that belongs to a different event. Treating every search hit as useful memory can also create a self-reinforcing retrieval loop. StrataGate designs long-term memory around f…

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