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Finding Miscompiles for Fun, Not Profit

Justin Lebar· ·7 min read · 0 reactions · 0 comments · 14 views
#technology#compilers#artificial intelligence
Finding Miscompiles for Fun, Not Profit
⚡ TL;DR · AI summary

A developer spent over $10,000 on AI agents to find bugs in the LLVM compiler. Initially, they found five bugs in LLVM's instcombine but later discovered 80 miscompiles in NVIDIA's ptxas compiler. The project highlights the effectiveness of using AI for bug detection in compilers.

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Hacker News (Newest) · Justin Lebar
Read full at Hacker News (Newest) →
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Finding Miscompiles for Fun, Not ProfitOr: You don’t need access to Claude Mythos to spend $10,000 in an afternoon.Justin LebarMay 28, 2026∙ Paid1261ShareI’ve worked on compilers for ML for the last decade across Google, Waymo, and OpenAI. This includes CUDA support in clang, XLA:GPU, Triton, and OpenAI’s custom hardware. I’ve seen stuff. But over the past week or so I had one of the unsettling experiences of my career: In one afternoon, I spent more than $10,000 running AI agents over compiler code, finding hundreds of plausible bugs in LLVM, including many miscompiles and at least one that’s Quite Serious.

Excerpt limited to ~120 words for fair-use compliance. The full article is at Hacker News (Newest).

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