Spam accounts overwhelmed my database. Claude found the weaknesses, Codex wrote the fixes, and I deployed a new defense.
When code is generated faster, quality, security and maintenance issues can also move through the pipeline more quickly, so teams should track sustainable progress.
OpenAI resolves Codex usage limit issues caused by background tasks consuming excess compute, resetting user caps to prevent billing errors.
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