“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.




