CopilotKit Releases CLiF: A Continual Learning Platform That Turns Agent Traces and User Actions into Skills, Evals, and Fine-Tuning Data

- CopilotKit’s CLiF treats user clicks as gold. It captures the agent’s messy traces and the human’s correct path, turning friction into fine-tuning data. Most stacks ignore how users actually work; CLiF says that’s your real training set. It’s not magic—it’s just admitting that prompt engineering is a dead end without ground truth. For AI agents to stop hallucinating in production, they need to watch what humans do, not just what models dream up. If you’re still hand-writing evals while competitors auto-generate skills from live traffic, you’re running on legacy hardware. Stop guessing. Start learning from the meat wallets who keep the lights on.