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Paper improvements: - Add differentiated time estimates (60-80h experienced, 100-120h typical, 140-180h struggling) - Moderate cognitive load claims with hedging language and empirical validation notes - Add ML Systems Research subsection with citations (Baydin AD survey, Chen gradient checkpointing, TVM, FlashAttention) - Add comprehensive Threats to Validity section (selection bias, single institution, demand characteristics, no control group, maturation, assessment validity) - Define jargon (monkey-patching) at first use with clear explanation Documentation updates: - Restructure TITO CLI docs into dedicated section (overview, modules, milestones, data, troubleshooting) - Update student workflow guide and quickstart guide - Remove deprecated files (testing-framework.md, tito-essentials.md) - Update module template and testing architecture docs Repository cleanup: - Remove temporary review files (ADDITIONAL_REVIEWS.md, EDTECH_OPENSOURCE_REVIEWS.md, TA_STRUGGLING_STUDENT_REVIEWS.md, etc.) - Remove temporary development planning docs - Update demo GIFs and configurations