CopilotKit 发布 CLiF:把智能体轨迹与用户操作转化为技能、评测和微调数据
CopilotKit 发布持续学习平台 CLiF,目前处于早期访问阶段,属于 CopilotKit Intelligence 的一部分。它通过 AG-UI 协议把智能体轨迹与用户在产品中的操作捕获为同一条全栈轨迹时间线,再经捕获、模式发现、人工审核、交付导出四阶段循环,产出技能、基于生产的评测、微调数据集和原始轨迹四类输出。技能以 SKILL.md 文件形式发布,需人工逐条审核,发布后无需重新部署即可被智能体加载,也可下载给其他智能体或 MCP 服务器使用;平台完全支持自托管。
r agents live in web apps, mobile apps, Slack, and Teams. CLiF runs on AG-UI, so it works with any agent harness and any model underneath. AG-UI is supported by Google, Microsoft, Anthropic, Amazon, and Oracle, along with frameworks including LangChain, Mastra, Pydantic AI, Google ADK, and more. Agent adoption outside central oversight: As teams adopt agent tooling on their own, it gets harder to know what each agent has learned and why. Every CLiF skill goes through human review, traces back to
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