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EPISODE · Apr 12, 2026 · 53 MIN

Why Your AI Lies in Production

from Advances and Innovations in Actuation Systems · host PRASAD BHONDE

Most AI failures don’t crash systems. They distort decisions.This episode breaks down why LLM-powered products fail after deployment. The issue is not model quality. It is system design.Topics covered:Why probabilistic models fail in deterministic workflowsThe missing layer between prototype and productionHow retrieval, tools, and evaluation change outcomesThe cost problem no one models earlyWhat reliable AI systems actually look likeThis is a shift from building AI features to operating AI systems.═════════════════════Stay tuned. Regards, Top Voice.Maido guys? 👶🏻🧑🏻‍🦱👩🏻‍🦳🧔🏻‍♂️Kon'nichiwa min'na 😃😄😁 Watashi wa genkidesu 😎🤩🤟🙌 Wie Geht's guys? 👩🏻‍🦱👱🏻‍♂️🧔🏻👳🏻‍♂️ Mir geht's gut!!!✌️🤘🙌#LLM #GenerativeAI #AIEngineering #RAG #MLOps #AIInfrastructure #SystemDesign #AIGovernance #EnterpriseAI #SoftwareEngineering

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Why Your AI Lies in Production

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