CLiF

Product · 1 update

Where it stands

As of Oct 15, CopilotKit put CLiF into early access as part of CopilotKit Intelligence: a continual-learning platform that captures full-stack trajectories over AG-UI—agent traces plus the clicks and server requests users make in the product—and turns them into human-reviewed SKILL.md files, production-based evals, fine-tuning datasets and raw exports, per MarkTechPost.

Timeline · newest first
  1. Reported by MarkTechPost

    CopilotKit opens early access to CLiF, which turns agent traces and user product actions into skills, evals and fine-tuning data, per MarkTechPost

    Not confirmed by the company — reported on Oct 15, 2026 (source: marktechpost.com).

    CopilotKit put CLiF into early access as part of CopilotKit Intelligence: a continual-learning platform that captures full-stack trajectories over AG-UI—agent traces plus the clicks and server requests users make in the product—and turns them into human-reviewed SKILL.md files, production-based evals, fine-tuning datasets and raw exports. Skills can reach agents without a redeploy via adapters for LangGraph, Mastra, Google ADK and others, or ship with an MCP server, and the stack is designed to run fully self-hosted. MarkTechPost reports CopilotKit's open-source framework has more than 38,000 GitHub stars.

    Source: MarkTechPost
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