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AI Reasoning Models in Production: The Operational Playbook for o3, Gemini 2.5 Pro, and Claude Extended Thinking

Reasoning models like o3 and Claude Extended Thinking change everything about LLM infrastructure. Here is how to route, cache, monitor, and not bankrupt yourself deploying them in production.