Unlocking Agentic RL Training for GPT-OSS: A Practical Retrospective
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Support Tokens, Stability Margins, and a New Foundation for Robust LLMs
Overconfident Errors Need Stronger Correction: Asymmetric Confidence Penalties for Reinforcement Learning