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arXiv — cs.AI

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When Terminal-Agent Training Stalls: Demystifying Data Generation and Verification Challenge

Using a frontier model like Claude Opus as a meta-agent to generate terminal tasks and verifiers for RL training is increasingly common. Yet a runnable Docker image and executable test suite do not guarantee a faithful end-to-end pipeline for terminal agent training. We present…

arXiv — cs.AIBy: Xi Qin, Isabel Kurth, Xin Cui, Elin Park, Alexander Schaefer, Yaad OrenOctober 5, 2026 (Oct 5)
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AI Summary & Key Takeaways

  • Using a frontier model like Claude Opus as a meta-agent to generate terminal tasks and verifiers for RL training is increasingly common
  • Yet a runnable Docker image and executable test suite do not guarantee a faithful end-to-end pipeline for terminal agent training
  • We present…
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When Terminal-Agent Training Stalls: Demystifying Data Generation and Verification Challenge

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