NVIDIA exec: blind AI use wreck codebases, but one-shot coding from scratch is the exception

JFPuget · x · 2026-11-12

JFPuget of NVIDIA argues that while blindly applying AI to existing codebases can damage them, one-shot coding from scratch is the exception where letting agents loose makes sense. He cites Anthropic's recent claim of implementing an inference infrastructure in just a few days, and notes NVIDIA has similar internal examples on other use cases. Key takeaway: low-risk, high-reward for greenfield builds; be cautious on legacy codebases.

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