After spending on digital transformation, most companies discover they have earned the right to transform again. Here is what happens when consultants leave and why continuous evolution beats episodic overhauls.
Between technical MLOps and general business operations lies a missing discipline that determines whether AI creates lasting value or becomes expensive technical debt. Here is the complete ai operations framework that applies proven manufacturing excellence principles like continuous monitoring, quality assurance, and systematic improvement to AI systems in production.
AI agents wreck environments in loops while burning through thousands in tokens. But the real failure? Feedback systems that collect input then do nothing. Here is what actually works in production.