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CopilotKit Releases CLiF, Claiming 80% Fewer Repetitive Tasks in Two Weeks

Oct 14, 2026
copilotkit.ai
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Summary

CopilotKit releases CLiF, a continual-learning tool in early access that turns agent traces and user actions captured over the AG-UI protocol into skills, evals and fine-tuning data. It is self-hostable, with data staying inside the customer's network. CopilotKit claims up to 80 percent fewer repetitive tasks within two weeks.

Key Points

  • CopilotKit says a learning container needs at least 15 eligible threads before scheduled analysis runs.
  • CopilotKit ships skill delivery adapters for LangGraph, Mastra, Google ADK, Microsoft Agent Framework.
  • CopilotKit hosts a live CLiF session on October 15 at 9 AM PT.

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