5 Times AI Should Stop Before It Acts
Learn where human approval belongs and why important decisions should not depend on memory.
AI can do more of the work. It should not quietly become the final decision-maker. Learn how to give AI useful memory, set clear limits, test its work, and require human approval when a decision matters.
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See five moments when AI should stop and wait for a human. Then use the guide, worksheet, and tests on a task you already know.
Learn where human approval belongs and why important decisions should not depend on memory.
Find weak spots before people depend on the result.
Test before you trust it
Define memory, boundaries, approval, proof, and recovery in plain English.
Open the free workbookThirteen free lessons on memory, boundaries, human approval, testing, proof, handoff, and recovery. The course is still in production.
Bring one real task, team, or event. Keith will recommend the simplest useful next step.
Selected work
These are real examples of products and working prototypes. Each full example explains what it proves and what it does not.
Detective work taught Keith to observe carefully. Nursing taught him that judgment and consequences matter. Building with AI taught him how to turn both lessons into systems other people can use.
Tell Keith about the task, team, or project. He will recommend the simplest useful next step, even when the answer is not to use AI.