{"slug": "copilotkit-releases-clif-a-continual-learning-platform-that-turns-agent-traces", "title": "CopilotKit Releases CLiF: A Continual Learning Platform That Turns Agent Traces and User Actions into Skills, Evals, and Fine-Tuning Data", "summary": "CopilotKit released CLiF, a continual learning platform that converts agent traces and user actions into skills, evals, and fine-tuning data. CopilotKit said teams shipping AI agents at scale struggle to carry out complex, end-to-end tasks inside a specific product consistently enough to deploy, even on top-tier models like Fable and Astra, and often hand-write hundreds or thousands of evals for their most important workflows.", "body_md": "Introduction Teams shipping AI agents at scale keep running into the same pattern. Even agents built on top-tier models like Fable and Astra struggle to carry out complex, end-to-end tasks inside a specific product consistently enough to deploy. So teams grind out evals for the workflows that matter most, often hundreds or thousands of hand-written […]\n\nThe post [CopilotKit Releases CLiF: A Continual Learning Platform That Turns Agent Traces and User Actions into Skills, Evals, and Fine-Tuning Data](https://www.marktechpost.com/2026/10/15/copilotkit-releases-clif-a-continual-learning-platform-that-turns-agent-traces-and-user-actions-into-skills-evals-and-fine-tuning-data/) appeared first on [MarkTechPost](https://www.marktechpost.com).", "url": "https://wpnews.pro/news/copilotkit-releases-clif-a-continual-learning-platform-that-turns-agent-traces", "canonical_source": "https://www.marktechpost.com/2026/10/15/copilotkit-releases-clif-a-continual-learning-platform-that-turns-agent-traces-and-user-actions-into-skills-evals-and-fine-tuning-data/", "published_at": "2026-10-15 14:19:27+00:00", "updated_at": "2026-10-15 15:51:30.346732+00:00", "lang": "en", "topics": ["ai-agents", "artificial-intelligence", "large-language-models", "mlops", "ai-tools"], "entities": ["CopilotKit", "CLiF", "Fable", "Astra", "MarkTechPost"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/copilotkit-releases-clif-a-continual-learning-platform-that-turns-agent-traces", "markdown": "https://wpnews.pro/news/copilotkit-releases-clif-a-continual-learning-platform-that-turns-agent-traces.md", "text": "https://wpnews.pro/news/copilotkit-releases-clif-a-continual-learning-platform-that-turns-agent-traces.txt", "jsonld": "https://wpnews.pro/news/copilotkit-releases-clif-a-continual-learning-platform-that-turns-agent-traces.jsonld"}}