before each_visit(patient) {read what is already knownrecord ← longitudinal_record(patient)investigate what changed, what matters, what cannot be missedsignals ← investigate(record)every signal carries its sourcefor s in signals:s.ground(evidence)surface, never decidereturn surface(signals) → clinicianthe final call is theirs, always}