Hugging Face introduces ALTK‑Evolve, a framework that trains AI agents on‑the‑job as they complete tasks. The system updates policies in real time, using reinforcement learning signals from user feedback. Developers can integrate it into existing pipelines with minimal code changes. The approach promises faster adaptation for autonomous workflows in production.