Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.

Deepseek Harness、Openclaw知识图谱记忆插件。2026年4月受邀发布在清华大学讨论会。Knowledge Graph + Memory；Knowledge Graph Context Engine for OpenClaw — extracts structured triples from conversations, compresses context 75%, enables cross-session experience reuse

Bounded, layered, approval-gated, auditable cross-session memory for DeepSeek Harness (capability seam: ctx.memory + SQLite provider + memory tool + frozen snapshot injection)

Local and remote knowledge bases for DeepSeek Harness, with scoped recall, controlled write-back, and a Web management console