Has anyone actually solved runaway agent costs? Looking for patterns beyond logging
OpenAI Developer Community
June 9, 2026
This is exactly what we landed on too. The non-bypassable
external gate is the only real answer — agent asking its
own check is too easy to skip.
The atomic ledger problem is real. We solved it with a
per-request check against a server-side policy engine
rather than a local counter, so concurrent calls can’t
race past the cap.
Would genuinely love to compare notes. I shipped what
we built as pip install openai-agents-valta — happy to
walk through the implementation if useful.
Discussion in the ATmosphere