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How do I cap inference billing to avoid surprise costs from idle GPUs or runaway agents?

This story is from 2026-10-14. It is preserved in the archive; the latest stories are on the live feed.

You cap inference billing by layering controls, not by flipping one switch. On DigitalOcean, Serverless Inference is prepaid, so your balance is a real ceiling, and scoped keys, alerts, and cleanup jobs cover the rest. Spend alerts alone won't stop anything: they email you when spending crosses a t…

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  1. 2026-10-14 16:31 · DEV Community — AI
    How do I cap inference billing to avoid surprise costs from idle GPUs or runaway agents?

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