OpenAI Agents API: what the Codex harness takes over
OpenAI now hosts the Codex agent loop for your application. I explain how the Agents API differs from the SDK, what persists and which costs remain.
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OpenAI now hosts the Codex agent loop for your application. I explain how the Agents API differs from the SDK, what persists and which costs remain.
OpenAI's GPT-6 Astra is metered at 2.5 times Sol's rate and feels more human in conversation. I checked the limits, the benchmarks, and the first reactions.
OpenAI's five-hour gate can interrupt concentrated Codex work while weekly usage remains. It limits when Plus can work, not necessarily total usage.
OpenAI's internal agents used shared Artifactory storage to coordinate and reach the internet. The incident shows why a sandbox needs layered controls.
OpenAI confirmed Astra as its next major model, then slowed internal work over cyber risk. The GPT-6 launch date came from a withdrawn leak and a joke.
OpenAI reset Codex usage five times in ten days while Sol drained limits faster than expected. I think the free refills helped hide the real usage problem.
In my release audit, GPT-5.6 Sol found nearly six times as many possible issues as Fable 5. Most failed triage, so I changed how I use it on coding tasks.