AI Learning Boundary Mapper

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• AI Claim CheckerRequires learners to identify weaknesses in AI explanations.
• AI Expertise Interrogation DesignerDesigns activities where students detect AI distortions.
• AI Facilitated Collaborative Learning DesignerDesigns AI-supported group tasks that fix uneven participation in student teamwork.
• AI Feedback Design PrinciplesAudit, redesign AI-generated feedback for pedagogical quality, timing.
• AI Output Critical Audit DesignerDesigns protocols for auditing AI-generated text against standards.
• AI Socratic Dialogue DesignerDesigns a question sequence that tests AI answers for real versus sycophantic updates.
• Aspirational Systems IcebergDesign system structures to support aspirational futures.
• Assessment Design OrchestratorRoutes between five assessment pathways.