Claude Code vs Codex: 6,080 vs 1,644 params for 10-digit addition transformer

DimitrisPapail · x · 2026-11-07

Dimitris Papail's experiment "Addition Under Pressure" asked Claude Code and Codex to each train the smallest possible transformer that can do 10-digit addition.

Results diverged sharply: Claude Code produced a 6,080-parameter model, while Codex delivered just 1,644 parameters — roughly a quarter of the size. A concrete head-to-head comparison of coding agents under an explicit model-minimization constraint.

Related event: AdderBoard challenge: smallest transformer for 10-digit addition(2 posts)→

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