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Agentic Coding Notes: How to Harness LLM “Debugging” Without Being Fooled
Software Engineering Jul 04, 2026 7 min read

Agentic Coding Notes: How to Harness LLM “Debugging” Without Being Fooled

Agentic coding agents can propose fixes with convincing “proof,” but they may fabricate repros in artificial environments. Learn how to structure debugging loops around rerunnable, ground-truth verification so you avoid false confidence.

by ahsan
#AI coding agents #debugging #end-to-end testing #LLM variance #testing

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