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Same model. Same prompt. The only difference is what happens after I hit enter. I ran three experiments — one-shot vs one-shot + a gauntlet loop — and one of them turned into a light-cycle game you can play right now. ▶ Play ROCKY GRID (free): https://rocky-grid.coderecycle.ai/?utm_source=youtube ▶ The gauntlet skill + every defect the red team found (free): https://github.com/ExtremeAI-Labs/extreme-notes A gauntlet loop, in three rules: 1. Write the bar before the code — checks you can answer yes/no by running something. 2. The builder never grades itself — a fresh reviewer has to actually run and break it. 3. Stop at a number, never at a clock — and keep the best build, not the last one. Chapters 0:00 Why I use gauntlet loops 0:36 What a gauntlet loop is (the 3 rules) 2:00 Others doing it: Claude of Duty 2:17 The test: same model, same prompt 2:44 Experiment 1: when the loop makes it worse 3:30 Experiment 2: a 3D runner 4:04 Experiment 3: ROCKY GRID 5:03 Feature maps (Lauren Tan) 6:17 Do code graphs help? GitNexus vs Graphify 7:26 Takeaways + free skill What I found • Simple game: the one-shot was already right; the loop made it worse (it shrank the character to pass its own test). • 3D runner: the loop fixed the mechanics, never the looks. • ROCKY GRID: 60 rounds, hands off, about $104 — it changed the game completely. My own eyes still caught a glow problem the loop missed. • The live AI opponent lost 2–0 to the plain bot: ~1.8 s per move. Smart doesn't help when you're slow. • The ROCKY GRID gameplay in the video is me playing against Rocky, with Rocky on easy mode. • Code graphs (GitNexus, Graphify): on my repo they didn't save tokens; on a 5,000-file repo they were faster but used 2–3× the tokens. A tool for code you didn't write, not a daily plugin. Links & credits • Lauren Tan (feature maps): https://github.com/poteto • Claude of Duty gauntlet loop, video by @mattshumer_: https://x.com/mattshumer_/status/2081054356405731740 • How to Run a Gauntlet Loop: https://somethingbig.ai/gauntlet-loop • robonuggets/gauntlet-loop: https://github.com/robonuggets/gauntlet-loop • GitNexus: https://github.com/abhigyanpatwari/GitNexus • Graphify: https://github.com/Graphify-Labs/graphify • Boris Cherny on Claude Code and RAG: https://news.ycombinator.com/item?id=43164253 #AI #ClaudeCode #AIcoding

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