# Faculty Implementation Guide

Use a seminar-and-workshop rhythm: short definition lecture, proof reconstruction, learner presentation, critique, revision, and portfolio curation. Require oral explanation of key steps. Grade definitions, hypothesis verification, proof architecture, estimates, counterexamples, source use, revision, and limitations—not only final answers.