fzs356113-oss/dsh-knowledge-forge

README excerpt

知识熔炉 Knowledge Forge 🔥 An LLM-compiled knowledge base plugin for DeepSeek Harness — zero Python, zero vector DB, zero TF-IDF. Retrieval is thinking. English Overview: Knowledge Forge is a Karpathy-style "LLM-compiled knowledge base" built natively on the DeepSeek Harness (DSH) agent framework. Instead of Python scripts, vector databases or TF-IDF scoring, every knowledge-processing step — summarizing raw notes, extracting concepts, writing articles, weaving wikilinks, spaced-repetition review and question answering — is performed by full DSH subagents coordinated by tiny workflow scripts. The vault is treated as a living organism with a metabolism: raw input goes in, a compiled wiki comes out, and every Q&A answer is archived back into the knowledge base so it grows smarter with use. Five drop-in workflows ( compile , link-weaver , metabolism , qa-archive , health-check ) ship in the DSH double-file format ( .meta.json + .workflow.js ). ✨ 亮点 - 零依赖三件套 — 不写一行 Python、不装向量数据库、不算 TF-IDF。编排脚本只做协调,所有知识处理由 DSH 子代理完成;子代理自带 read/write/grep/glob/pwsh/web search 全套工具,能真正"读懂"笔记再下笔。 - 检索即思考 — 检索不走向量相似度,而是 grep/glob 粗筛 + 智能体重排(智能RAG选择性检索);问答答案归档回写 wiki,知识库越问越聪明。 - 递进编译 — raw → summaries → concep…

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