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AI UX design patterns make a model's mistakes cheap to spot, fix and route around: pick the right surface, set the level of autonomy, gate irreversible actions, cite claims and turn the thumbs-down into an eval row. AllthingsPM teaches all seven in chapter 7 of its AI PM course.

Eight human-in-the-loop design patterns for AI products, from approval gates to escalation triggers, with when to use each, what the PM owns, and the AllthingsPM course lessons that teach them.
Reading is the easy half.
The course grades the other half.