“Human in the loop” can mean review every token or review only the edge cases. Treating it as one pattern leads to clumsy systems.

Match involvement to risk

A reversible draft can be automated more freely than a financial transfer or a public statement. The right checkpoint depends on impact, uncertainty, and speed.

Reduce review fatigue

Good systems bundle evidence and surface exceptions. People should spend attention where it changes the outcome.