A spec for building keyboard-driven human-in-the-loop decision UIs. Give this to any AI coding tool and it should produce a working prototype.
The idea: AI prepares decisions, humans make the call. Every override teaches the system something.
A card stack. Each card is one case that needs a human decision. The AI has already done the investigation: scored the case, surfaced the key signals, written a draft action (email, routing decision, approval, whatever fits your domain). The human reviews and either accepts or overrides.