OpenAI
Codex 0.123 Alpha Sprint: 5 Releases, One Signal
Codex 0.123 shipped five alpha tags in 18 hours. Learn the cadence signal, readiness matrix, and rollout checklist to upgrade quickly without delivery risk.
4 months ago
All articles about Developer Productivity
Codex 0.123 shipped five alpha tags in 18 hours. Learn the cadence signal, readiness matrix, and rollout checklist to upgrade quickly without delivery risk.
45% of AI-generated code contains security vulnerabilities. Vibe coding worked for prototypes, but production needs engineering discipline. Here is a practical framework for when to vibe and when to engineer.