Author

Achint Mehta

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#artificial intelligence Review Jul 2026

Reasoning effort, not tool access, buys first-try reliability in agentic code generation: an observational study

The practical lesson is to match the fix to the failure: most first run failures came from weak reasoning, which a stronger model or more effort prevents, not from visible flaws a checking tool would catch.

Achint Mehta · arXiv.org · 2 citations

#artificial intelligence Preprint Aug 2026

The reach of a verification tool decides its value: A controlled study of verification surface, artifact quality, and cost in AI coding agents

This study built a minimal coding agent whose tool list is the single controlled variable and used it to implement 1,116 web applications across six models and eight tool configurations.

Achint Mehta · 0 citations