ProductsProduct / feature launchMLOps, Tooling & Infrastructure · Robotics & Embodied AI · Agents & Tool Use1 source · Oct 15, 2026

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

CopilotKit, the company behind the open-source CopilotKit framework and the AG-UI protocol, released CLiF, a platform for continual learning from full-stack trajectories, in early access.

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Key points

  • Teams shipping AI agents at scale keep running into the same pattern.
  • CLiF, now in early access, learns from full-stack trajectories: the agent trace and the user’s actions in the product, securely captured as one timeline over AG-UI.
  • CopilotKit’s view, laid out in its explainer on agent learning, is that how users actually get work done is the most valuable dataset any agent team has, and that it is rarely captured in a form an agent can learn from.
  • Full-Stack Trajectories: The Training Signal CLiF Is Built On

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Hype check

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