A Codex capacity incident is not just “the chatbot was down for a bit.” That framing made sense when AI assistance meant autocomplete, chat, and the occasional generated regex. It breaks once the product is positioned as background engineering labor: cloud tasks, parallel worktrees, code review, issue triage, migrations, automations,