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The Next AI Moat Is the Feedback Loop
The most valuable AI products are moving beyond raw model quality and toward systems that learn from every click, correction, approval, and failure.
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The most valuable AI products are moving beyond raw model quality and toward systems that learn from every click, correction, approval, and failure.
AI assistants are learning to remember people, projects, and preferences across sessions, but that same memory becomes risky the moment personal convenience meets enterprise policy.
Copilot Cowork's GA release points to a larger shift: Microsoft is turning Copilot into a usage-priced task runner with plugins, Work IQ context, and always-on agent behavior.
Google is wiring Gemini directly into Google Business Profile and Business notebooks, pushing the product beyond chat and toward a practical operating layer for small businesses.