CopilotKit releases CLiF, a continual learning platform for AI agents

Key points

• CopilotKit released CLiF, which turns agent traces and user actions into skills, evals, and fine-tuning data.
• Teams often write hundreds or thousands of evals by hand for the workflows that matter most.
• The source says agents built on models such as Fable and Astra still struggle with complex, end-to-end tasks inside a product.

Why it matters for marketers: Content and AI teams could generate evals and fine-tuning data from real agent usage instead of writing them by hand, though the source gives no pricing or availability.