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Исследования2026年10月6日

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…

Muhammad Ahmed Mohsin, Myeongsoo Kim, Kangrui Ruan, Shweta Garg, Varun Kumar, Murali Krishna Ramanathan·arXiv — cs.AI
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Key Takeaways
  • 01.Autonomous coding agents solve repository issues by reading code, running commands, editing files, and submitting patches
  • 02.Extra inference-time compute yields gains only when it produces a useful repair and supplies reliable evidence for choosing one
  • 03.Three behaviors decide…

This material is provided as an extended analytical summary.

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