Auto-continue was punishing the model for thinking — text-only turns were treated as failures and re-prompted up to 5 times with aggressive "execute now" messages. This made Codex overly compliant and suppressed critical thinking. Now each turn result is delivered directly. The model decides whether to think, push back, or execute.