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VALIDATION LADDER
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系统优先读取 GitHub Topics，再与站内分类词典和词根规则比对。当前命中：agent-rewind、turn-rewind、workspace-safety。
adoresever
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
tinqiao-oss
A portable memory protocol for AI agents — load it as standing rules; a curation discipline + reference spec + optional cap hook.
liustack
The web search plugin for DeepSeek Harness, and the search bridge for every model without native web access. Ask the web or X, get structured JSON evidence. | 🥇 全网最强的 DeepSeek Harness 联网搜索插件🥇。为不能联网的模型补上搜索。问网页或 X，拿回结构化 JSON 证据（搜索、抓取、引用）。
