Looped language model training cannot control hidden-state norm growth because RMSNorm normalizes scale away before the loss sees it. A paper posted today on arXiv identifies this readout blind spot, ...
10. Trust, but verify via code output Claude must write the output code, execute it, and extract the numbers from the resultant logs for the manuscript. I got a comprehensive scientific paper ...
𝗧𝗵𝗲 𝟰-𝗦𝘁𝗲𝗽 𝗥𝗶𝘁𝘂𝗮𝗹 𝗧𝗼 𝗧𝗿𝘂𝘀𝘁 𝗔𝗜 𝗖𝗼𝗱𝗲 I built my whole product using an AI coding agent. The biggest risk is not bugs. The biggest risk is a test suite that passes for the ...
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