CopilotKit releases early-access CLiF continuous learning platform

CopilotKit, the company behind the open-source CopilotKit framework and the AG-UI protocol, has released an early-access version of CLiF, a continuous learning platform designed to turn real application usage into training data. According to the announcement cited by Techub News, the platform uses the AG-UI protocol to securely capture both agent execution traces inside applications and users’ real actions. It then converts those full traces into learnable skills, production-based evaluation datasets, and fine-tuning datasets. The exported package also includes the original traces alongside the derived data. The release ties CLiF closely to real production activity rather than synthetic workflows described in isolation. Techub’s brief added that CopilotKit has more than 38,000 stars on GitHub. The item cited MarkTechPost as the source of the information.