Stop Resetting to Zero: How Professionals Can Make AI Compound Their Expertise
Professionals often struggle with AI that behaves like every request is the first time it has seen the problem. In this article, I share a real scenario from a conversation with a friend who performs appliance inspections and relies on AI to identify make, model, and year from photos. Despite correcting the AI and documenting the right information, the system never reuses his prior knowledge. This post explains why that happens, how grounding solves it, and how Copilot can turn AI into a continuously learning analyst. It also includes a consolidated prompt and a full agent instruction specification for those ready to operationalize a grounded workflow.
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