# New RL Method Turns Robot Pretraining Into Real-World Manipulation Skills

- slug: new-rl-method-turns-robot-pretraining-into-real-world-manipulation-skills
- date: 2026-03-12

Researchers at Columbia University have developed a new approach that takes pretrained robot policies and turns them into reliable manipulation skills using reinforcement learning.

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