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This started with Addition Under Pressure, where I gave Claude Code and Codex the same prompt: train the smallest possible transformer that can do 10-digit addition with at least 99% accuracy. Claude Code came back with 6,080 parameters and Codex came back with 1,644. The community has since pushed this dramatically lower.

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1L decoder, pair tokens

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Create a robust Python script that, given a YouTube Channel ID, can scrape the YouTube Data API and store all video metadata in a SQLite database. The YOUTUBE_API_KEY is present in `.env`.