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CopilotKit Releases CLiF: A Continual Learning Platform That Turns Agent Traces and User Actions into Skills, Evals, and Fine-Tuning Data

CopilotKit released CLiF, a continual learning platform that converts agent traces and user actions into skills, evals, and fine-tuning data. CopilotKit said teams shipping AI agents at scale struggle to carry out complex, end-to-end tasks inside a specific product consistently enough to deploy, even on top-tier models like Fable and Astra, and often hand-write hundreds or thousands of evals for their most important workflows.

by read1 min views1 publishedOct 15, 2026

Introduction Teams shipping AI agents at scale keep running into the same pattern. Even agents built on top-tier models like Fable and Astra struggle to carry out complex, end-to-end tasks inside a specific product consistently enough to deploy. So teams grind out evals for the workflows that matter most, often hundreds or thousands of hand-written […]

The post CopilotKit Releases CLiF: A Continual Learning Platform That Turns Agent Traces and User Actions into Skills, Evals, and Fine-Tuning Data appeared first on MarkTechPost.

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