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Golden workflow 2 · real-time feedback

Voice feedback with faculty approval

A supervisor speaks for twenty seconds. AI-MEDICS proposes structured, behaviour-based feedback and a competency mapping. The faculty member edits and approves; the assistant never submits on its own.

1 · Record the observation

MVP

2 · Structuring and language check

Record an observation to see the proposed structure.

AI-MEDICS · University Z Teaching Hospital is illustrative · No real learner, faculty or patient data · Not affiliated with or endorsed by any residency-management vendor