CopilotKit Releases CLiF: Continual Learning Platform for AI Agents

CopilotKit has opened early access to CLiF, a platform that captures full-stack trajectories — agent traces plus user actions in the product over the AG-UI protocol — and turns them into skills, production-based evals and fine-tuning datasets. Every skill is human-reviewed, and the platform runs fully self-hosted.

• CLiF learns from full-stack trajectories combining agent traces and user actions on one timeline
• A four-stage loop: capture, find patterns, human review, deliver and export
• Skills ship as plain SKILL.md files without redeploying the agent and are versioned
• CopilotKit is open source with over 38,000 stars on GitHub