Swapping Claude Code for Codex turned out to be an easy win, with faster results, lower token usage, and a smoother workflow.
Authentication Failures (A07) show the largest gap in the dataset: a 48-percentage-point difference between leaders and the field. Leaders fix at nearly 60%, while the field sits at roughly 12%.
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