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- Prioritize student learning effectiveness over context switching - Define three-tier architecture: Inline → Module → Integration - Emphasize comprehensive inline testing with educational context - Maintain professional module tests for grading - Preserve flow state by keeping students in notebooks - Provide immediate, encouraging feedback with visual indicators