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AI Found a 15-Year-Old Bug: Claude Mythos Case Study

Lennys Newsletter·June 22, 2026
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Summary

The same How I AI roundup includes an episode on how Claude Mythos surfaced a bug that had been lurking in a codebase for 15 years — an illustration of AI's ability to do deep, non-obvious static analysis that humans routinely miss.

Why this signal

AI-powered codebase analysis for deep bug detection (not just surface linting) is an emerging use case for engineering orgs. Awareness-level signal — no immediate action, but useful framing for how Thomas Engineering might use AI beyond code generation.

Original email

Lennys Newsletter · 6/22/2026

🎙️ How I AI: How to write AI agent loops in Claude Code and Codex + How Claude Mythos found a 15-year-old bug in …

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