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Denis

AI Product Architect

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LLM Orchestration in Production: The Engineering Realities No Framework Prepares You For
Engineering & Infrastructure
6 min
Denis

LLM Orchestration in Production: The Engineering Realities No Framework Prepares You For

Most teams shipping their first AI agent discover the same uncomfortable truth: the demo that wowed everyone in the all-hands meeting falls apart the moment real users touch it. LLM orchestration in production is not a harder version of prototyping — it is a fundamentally different discipline.

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