Event ·Official first-hand

CopilotKit 发布 CLiF：把 Agent 轨迹转化为技能与微调数据

CopilotKit 发布了 CLiF 持续学习平台，用于解决 AI Agent 在具体产品内难以稳定完成端到端任务的问题。CLiF 会采集 Agent 运行轨迹和用户操作，把它们转化成可复用的技能、评测集和微调数据。团队因此可以减少手工编写评测的工作量——此前往往需要为关键工作流写数百甚至上千条评测。平台面向构建在 Fable、Astra 等顶级模型之上的 Agent 部署场景。

Current read

CopilotKit 出了个 CLiF，能把 Agent 的运行轨迹自动变成技能库和微调数据，省掉手写几百条 eval 的苦活，做 Agent 的可以看看。

11 sources39° AI heatLast updated 2026/10/15 14:19:27

Evidence

11 sources

Primary sourcemarktechpost

2026/10/15 14:19:27View source

Related source 1lmarena.ai

2026/10/13 20:17:55View source

Related source 2Bindu Reddy

2026/10/16 18:33:51View source

Related source 3Ethan Mollick

2026/10/13 16:57:33View source

Related source 4Artificial Analysis

2026/10/13 18:00:33View source

Related source 5IT之家

2026/10/13 23:44:48View source

Related source 6OpenAI Blog

2026/10/14 12:00:00View source

Related source 7OpenRouter

2026/10/15 22:24:41View source

Related source 8Jim Fan

2026/10/16 16:15:02View source

Related source 9Harrison Chase

2026/10/13 16:16:08View source

Related source 10kimmonismus

2026/10/13 16:37:33View source

Conflict check

Dedup data only shows that these sources discuss the same event, not that they agree. There is no structured supporting or refuting evidence yet, so no conflict is inferred automatically.

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