Human-in-the-Loop (HITL) Research, Operationalized
A human-in-the-loop protocol applied across 3 engagements. AI accelerated the routine and the at-scale (transcription, tagging, clustering, retrieval). I led the synthesis, the so-what, and the recommendation language.
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