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Explore This is why you can’t trust AI… with 59,370 views, 1,102 likes, and 91 comments. Experience the impact of this video content that has captured audience attention.

👉Join the Rust Live Accelerator waitlist: https://letsgetrusty.com/join/wv-E4lmBchwGHc Can AI agents actually make production Rust code faster? I test an AI optimization workflow on ripgrep, examine the benchmark results, and review the three changes Codex made. We explore benchmark gaming, correctness checks, and why faster-looking numbers aren't enough to confidently ship an optimization. Your understanding of the code, architecture, and domain still matters. Blog post: https://minimaxir.com/2026/09/agentic-iteration/ Chapters 0:00 Can AI make Rust code faster? 0:21 The AI optimization hypothesis 1:10 Optimizing UMAP with AI agents 2:24 Speedups across successive models 3:09 Avoiding benchmark gaming 4:02 When agents cheat and the guardrails they need 5:17 Testing the workflow on ripgrep 5:56 Mixed benchmark results 6:24 Reviewing the three code changes 7:41 Why I wouldn't ship this PR 8:28 Your understanding is still the bottleneck

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