Agentic Reinforcement Learning in the Harness You Ship
Agentic reinforcement learning belongs in the harness you ship, not a training clone. Learn the five failure modes and when to skip RL entirely.
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Pass@k Crossover Tests Tell You When to Ship the Base Model
Pass@k crossovers show RLVR sharpens rather than adds capability. Learn the decision rule and statistical test that find your model's crossover point.