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.

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 https://www.marktechpost.com/2026/10/15/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 https://www.marktechpost.com .