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Your LLM Was Right. Your AI Agent Still Shipped the Wrong Answer.

This story is from 2026-10-10. It is preserved in the archive; the latest stories are on the live feed.

I built an open-source Python tool to record AI agent runs, replay failures offline, and turn them into pytest regression tests. Here's what happened when I tested it with a real Gemini model. GitHub: https://github.com/utsab345/stepfork Real-LLM case study: https://github.com/utsab345/stepfork/tre…

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  1. 2026-10-10 05:58 · DEV Community — AI
    Your LLM Was Right. Your AI Agent Still Shipped the Wrong Answer.

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