Use this to account for where AI-assisted attention actually went and what it bought - including the uncomfortable parts.
Use this as the always-on brain for any question about how someone thinks, decides, debugs, or works with AI. Read the request, find the first match, act.
Use this to test decision patterns against repeated behavioral evidence - without ever labeling from one anecdote.
Use this when analysis is complete. Mine for findings the subject cannot see from inside any single session.
Use this to compare what was expected against what actually happened, and find where confidence systematically outruns outcomes.
Use this to reconstruct how someone repeatedly moves from intent to learning, and how that loop shifts by task type.
Use this to map the full human-AI working loop - prompts in, verification out, understanding kept or leaked.
Use this to surface stated values that collide with measured behavior, and strengths whose shadow side shows.