Show HN: RULER – Easily apply RL to any agent

Hey HN, Kyle here, one of the co-founders of OpenPipe.

Reinforcement learning is one of the best techniques for making agents more reliable, and has been widely adopted by frontier labs. However, adoption in the outside community has been slow because it's so hard to implement.

One of the biggest challenges when adapting RL to a new task is the need for a task-specific "reward function" (way of measuring success). This is often difficult to define, and requires either high-quality labele


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