EPISODE · Dec 26, 2025 · 55 MIN
#159 AI Governance While Scaling
from XTraw AI: Machine Learning and AI Applications · host Venkata"Raghu Banda"
In this episode of XTraw AI, we explore how to build AI systems that don’t collapse when they leave the lab. Enterprise Service Management strategist Noureddine Oirkha shares lessons from government and large-scale transformations on designing AI that is scalable, governed, and sustainable.In this episode, you’ll learn:Why most AI pilots fail to scale — and how to avoid creating technical and organizational debtHow reference architectures, versioning, and decision logs prevent brittle automations and expensive rebuildsPractical frameworks for operationalizing AI at scale across governments and large enterprisesPerfect for leaders moving from experiments to enterprise-wide AI programs.You can reach @ Noureddine OirkhaMy LinkedIn @ Raghu BandaOur Website @ XTraw AI
What this episode covers
In this episode of XTraw AI, we explore how to build AI systems that don’t collapse when they leave the lab. Enterprise Service Management strategist Noureddine Oirkha shares lessons from government and large-scale transformations on designing AI that is scalable, governed, and sustainable.In this episode, you’ll learn:Why most AI pilots fail to scale — and how to avoid creating technical and organizational debtHow reference architectures, versioning, and decision logs prevent brittle automations and expensive rebuildsPractical frameworks for operationalizing AI at scale across governments and large enterprisesPerfect for leaders moving from experiments to enterprise-wide AI programs.You can reach @ Noureddine OirkhaMy LinkedIn @ Raghu BandaOur Website @ XTraw AI
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#159 AI Governance While Scaling
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