Be careful getting too deep in OpenAI tooling because they end up deprecating almost everything in under two years, sometimes without even a formal notice.

Everything they make these days looks to be strongly vibecoded without a decent review or functional testing. This leads to basic avoidable bugs that annoy vast numbers of users.

Not only this, but when you point out an issue to them on GitHub, they have a history of blocking the reporting user instead of tackling the technical issue.

Does this consume the monthly flat rate subscription quota or API credits.

Does Anthropic have something similar.

I understand "claude -p" has been unreliable to use with subscription quota and often required "extra usage" credits.

When should I use this over Codex? Is this supposed to be called by other tools/agents?

I imagine the play is RL your model to solve problems using your own tools which it knows how to use most efficiently until it defaults to using services like managed agents, etc.

Honestly surprised this wasn't available sooner.

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