Asked about The cloud you actually need

How do you avoid a surprise cloud bill on an AI project?

An answer that works

Budget alerts from the first day, resource tagging so the bill can be attributed, shutting down idle GPU instances which cost the same as busy ones, and deliberate log retention rather than keeping everything forever.

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