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Over the past year, the AI ecosystem has moved from simple chatbots to autonomous agents capable of running multi-step workflows. Frameworks make it easy to orchestrate tasks, call tools, and store conversational memory. But beneath the surface, there is a structural weakness most teams only discover in production.