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arXiv — cs.AI

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Teaching Agents to Code Reliably

Autonomous coding agents solve repository issues by reading code, running commands, editing files, and submitting patches. Extra inference-time compute yields gains only when it produces a useful repair and supplies reliable evidence for choosing one. Three behaviors decide…

arXiv — cs.AIBy: Muhammad Ahmed Mohsin, Myeongsoo Kim, Kangrui Ruan, Shweta Garg, Varun Kumar, Murali Krishna RamanathanOctober 6, 2026 (Oct 6)
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AI Summary & Key Takeaways

  • Autonomous coding agents solve repository issues by reading code, running commands, editing files, and submitting patches
  • Extra inference-time compute yields gains only when it produces a useful repair and supplies reliable evidence for choosing one
  • Three behaviors decide…
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KZ·AI B218
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Teaching Agents to Code Reliably

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