ai-in-the-human-loop

Use while or after development work when friction on the human side of the loop materially affected implementation, review, or design — an unclear request, a recurring ambiguity, a missing decision, undeclared scope, absent review criteria, a missing specification, or an unsafe assumption you were forced to make. Watch for these during work and convert the observation into a structured entry in HUMAN.md.