According to @_avichawla, RULER in OpenPipe ART uses LLM reviews to rank trajectories and convert comparisons into GRPO rewards for training agents.

According to @_avichawla, GRPO with RULER rankings in OpenPipe ART streamlines LLM fine-tuning and replaces brittle reward functions for RAG and support.