OpenAI now lets org admins enforce a maximum key lifetime across all projects. Combined with Anthropic's mandatory expiration policy from July, both major providers now require key rotation — with meaningfully different enforcement models operators must handle separately.
OpenAI's internal evaluations of Astra triggered the Critical cybersecurity threshold in its Preparedness Framework. Here is what the access controls it requires actually look like in a production API gateway.
OpenAI's new enterprise guide names model routing as shared infrastructure. Here is how to translate its five-step investment framework into a concrete routing policy for AI engineering teams.
Microsoft Research's peer-reviewed study of tens of thousands of engineers is the first field evidence of coding agent ROI — and the governance gap that forced token spend limits. The operator checklist every team needs before scaling Claude Code or any CLI agent.
