Misconception Diagnosis
5 scenarios
Teacher
Identify what students actually think -- not just what they got wrong.
Differentiated Instruction
5 scenarios
Teacher
Teach one concept to three ability levels simultaneously.
Assessment Design
5 scenarios
Teacher
Build tests that reveal understanding, not memorization.
Parent Communication
5 scenarios
Teacher
Translate data into conversations parents trust.
Tutoring Foundations
5 scenarios
Tutor
Rapport, Socratic method, adaptive pacing, mindset intervention.
Diagnostic Tutoring
5 scenarios
Tutor
Live error diagnosis and mid-session pivots.
Tutor-Parent Communication
5 scenarios
Tutor
Session summaries, progress framing, expectation management.
Software Engineering
5 scenarios
Professional
Mentoring developers: debugging, code review, architecture decisions.
Clinical Decision Making
5 scenarios
Professional
Triage, medication safety, communication, early deterioration.
Financial Analysis
5 scenarios
Professional
Revenue quality, risk assessment, model integrity, ethics.
Professional
Survivorship bias, visualization integrity, statistical rigor.
Legal Reasoning
5 scenarios
Professional
Contract interpretation, ethics, case distinction, statutory analysis.
AI-Enhanced Teaching
5 scenarios
AI Literacy
When AI amplifies teaching -- diagnostic, differentiation, accessibility.
AI Literacy
When AI undermines learning -- dependency, equity, integrity.