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

Auditable vision and cross-platform Computer Use runtime for DeepSeek Harness with source-preserving evidence.

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

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

A portable memory protocol for AI agents — load it as standing rules; a curation discipline + reference spec + optional cap hook.

Second-model AI auto-review for DeepSeek Harness approval requests: a read-only reviewer subagent returns structured allow/deny verdicts with reasons, fail-closed by default, fully auditable from the session log (approval/asked -> autoReview/verdict -> approval/decided).

Noema long-term memory plugin for DSH: durable, inspectable agent memory with recall tools and a settings page.

One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows.

Use this cross-platform skill in Codex or Claude Code to establish repository-local continuity memory so a future agent can recover objective, status, decisions, validation, risks, and next actions without relying on previous chat history.