[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"news-slug-skillcenter-sqlite-agent":3,"news-related-12df58ff-0771-4c0e-bf0e-00bfdc8112bb":36},{"id":4,"title":5,"summary":6,"content":6,"original_url":7,"source_id":8,"tags":9,"translations":23,"news_slug":29,"published_at":30,"created_at":31,"modified_at":32,"is_published":33,"publish_type":34,"image_url":13,"view_count":35},"12df58ff-0771-4c0e-bf0e-00bfdc8112bb","SkillCenter：21 万可审计 Agent 技能库，SQLite 离线检索","自主 Agent 真正缺的不是能不能跑，而是跑出来的东西能不能被审计。Lehigh 大学 LabRAI 团队把 SkillCenter 开源，21.6 万条结构化技能塞进 24 个领域 bundle：其中 11.4 万条来自同行评议期刊、arXiv 与 24，000 余个技术源，经 SkillGate、多轮 source-grounding 留下，每条声明都能映射回原始来源的精确引用；再并入 GitHub 与 ClawHub 上的 10.2 万社区技能。所有条目以 SQLite FTS5 bundles 发布，可离线全文检索。最实用的不是体量，而是把我为什么做这件事变成可追溯的引用，把 Agent 的家底交给运维、合规甚至审计员去检查。整套 pipeline（多源采集 + LLM 质量门 + 模板生成 + 迭代溯源 + 发布质控）在论文 44 页里讲清楚，代码 github.com\u002FLabRAI\u002FSkillCenter、数据 huggingface.co\u002Fdatasets\u002FTommysha\u002Fskillcenter-bundles 均已开源，可直接接入现有 Agent 工作流。","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.07676","7437aeb9-930c-4866-a2e9-48003c1a792b",[10,14,17,20],{"id":11,"name":12,"slug":12,"description":13,"color":13},"6ad31a14-c0da-42df-81fd-564281f768db","agentic-ai",null,{"id":15,"name":16,"slug":16,"description":13,"color":13},"5e628969-6d2a-437f-998a-104e4b16cfb1","ai-progress",{"id":18,"name":19,"slug":19,"description":13,"color":13},"40269b40-7942-4650-9672-ed2e6524d37a","ai-technology",{"id":21,"name":22,"slug":22,"description":13,"color":13},"b9bd9039-fcdb-41a8-b85b-fc1587def2b9","open-source",[24],{"id":25,"lang":26,"title":27,"summary":28,"content":13},"c6a9eba2-3523-49af-b28c-929025d6dfac","en","SkillCenter: 210K auditable agent skills, searchable offline","What autonomous Agents really lack isn't whether they can run, but whether what they run can be audited. Lehigh University's LabRAI team has open-sourced SkillCenter, with 216,000 structured skills packed into 24 domain bundles: 114,000 of them come from peer-reviewed journals, arXiv, and over 24,000 technical sources, kept through SkillGate and multi-round source-grounding, each claim can be mapped back to a precise citation of the original source; another 102,000 community skills from GitHub and ClawHub are merged in. All entries are released as SQLite FTS5 bundles, supporting offline full-text search. The most practical thing isn't the volume, but turning \"why I do this\" into traceable citations, handing the Agent's inventory over to ops, compliance, or even auditors to check. The entire pipeline (multi-source collection + LLM quality gate + template generation + iterative provenance + release quality control) is detailed in the paper's 44 pages, with code at github.com\u002FLabRAI\u002FSkillCenter and data at huggingface.co\u002Fdatasets\u002FTommysha\u002Fskillcenter-bundles all open-sourced, ready to plug directly into existing Agent workflows.","skillcenter-sqlite-agent","2026-07-09T04:30:00Z","2026-07-09T20:09:07.796338Z","2026-08-19T02:08:40.142862Z",true,"agent",162,{"items":37},[38,43,48,53,58,63],{"id":39,"title":40,"news_slug":41,"published_at":42},"777afb24-262f-45cc-961f-d5d49ad42883","AgentOPSD 用递归贝叶斯信念破解多轮 Agent 强化学习的信用分配：清华\u002F浙大\u002F美团让 GRPO 学会看哪个 turn 决定胜负","agentopsd-recursive-belief-credit-assignment","2026-08-07T02:00:00+00:00",{"id":44,"title":45,"news_slug":46,"published_at":47},"a988167f-3249-4854-9778-3af0b657466a","SkillOpt：把 Agent 技能 .md 文档训练成\"可学习参数\"","skillopt-microsoft-research-md-skill-trainer","2026-06-21T22:01:00+00:00",{"id":49,"title":50,"news_slug":51,"published_at":52},"deac2d55-76a6-40d2-8ef7-36aed2ad0105","Linux 7.2 把 AI 拉进内核开发:Sashiko 让补丁数量翻倍,Torvalds 接受「新常态」","linux-7-2-sashiko-ai-kernel-review","2026-08-20T12:00:00+00:00",{"id":54,"title":55,"news_slug":56,"published_at":57},"a91067a3-4fa4-4e88-a25a-18ba3bea21ea","Google 把\"加密推理\"摆上桌面：HEIR 编译器让预训练模型在密文上直接跑","google-heir-compiler-encrypted-ai-inference","2026-08-14T14:00:00+00:00",{"id":59,"title":60,"news_slug":61,"published_at":62},"22a1a718-0eb6-46e5-8ee8-825400de11d1","DeepMind WeatherNext 在 Nature 发论文：用 28 km 粗分辨率做出多一天的飓风预警,代码权重全部开源","deepmind-weathernext-cyclones-nature-open-source","2026-08-10T02:00:00+00:00",{"id":64,"title":65,"news_slug":66,"published_at":67},"9ef626d9-05dd-4e67-9069-093f90a3fd5c","Rust 主仓库正式引入 LLM 政策：把\"必须人为可读、不可代写\"写进 PR 流程","rust-lang-rust-llm-policy-adoption","2026-08-07T00:00:00+00:00"]