Reasoning models and test-time compute let AI agents generate a hidden chain of thought — planning, checking assumptions, and self-correcting — before they take action. A practical look at why smarter inference beats bigger models, the latency and cost trade-offs, and how to put reasoning agents into production without overspending.

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