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Ask HN: How do you audit LLM code in programming languages you don't know?

syx Thursday, February 12, 2026

If you've used Claude Code or similar tools for "vibe-coding" in programming languages you aren't fluent in or that you don't know, how do you validate the performance or architectural quality of the outcome?

I'm curious how people are catching subtle bugs or technical debt when the LLM produces something that works but might be unoptimized.

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