Codex spins its wheels while Claude Opus shows far deeper understanding, user reports

iruletheworldmo · x · 2026-10-06

A developer running a complex project with AI for a long stretch reports that Codex kept spinning its wheels—creating more work rather than simplifying it—with most of its output being worthless "dead tokens." After letting Claude Opus review all the files, he found a significantly higher level of human-level understanding and far lower token usage since it doesn't waste effort. He plans to give Claude more scope on the project and says these are the only two models he'd trust with it so far.

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