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Auto-research with codex: How I achieved a 232x Faster Kernel over baseline with Codex in GPU Mode's qr_v2 problem

08 Jul, 2026 Table of Contents Intro Contest in short Problem intro Why this problem is auto-research-able Learning Enough to Ask Better Questions (Optional) Math for QR decomposition: Householder reflections Make serial work small with the help of the blocked Householder algorithm Other challenges Codex-maxxing Kernel progress breakthroughs Breakthrough ideas Introducing idea diversity to escape the local maxima Implementation Hints What I could have done better Conclusion References Acknowledg...

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