Applied AI

AI projects don't fail at the model level — they fail at the boundary between model and system. These articles cover what changes in architecture, monitoring, ownership, and delivery when you move from prototype to production.

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Applied AI Is Not a Web Service: Why AI Projects Fail After Deployment

Why AI projects fail after deployment: treating AI like a web service. What changes in architecture, monitoring, ownership, and delivery — with interactive comparisons, a degradation timeline, and a systems-thinking diagnostic.

Nov 12, 2025 12 min read