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Peking University
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Coding agents can now evolve their own harnesses to outperform human-designed ones, thanks to a novel observability-driven approach.
Learned critics in RLHF can actually *increase* variance and hurt performance in sparse-reward settings, but a simple explained variance metric can tell you when to ditch the critic and get better results.
