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Complete lab curriculum rebuild: - 16 Vol1 + 16 Vol2 labs (33,368 lines across 32 files) - Each lab has 4-5 pedagogically grounded parts + synthesis - Parts proposed by agents reading actual chapter QMD files - Ed-tech review identified and fixed: redundancies, time overruns, mlsysim gaps - V2-03 + V2-06 merged into "Communication at Scale" - 17 old/superseded files deleted (pre-merger, pre-renumber) Structural fixes applied: - V1-01 Part C replaced (Silent Decay -> Triad Across Targets) - V1-03 grounded in mlsysim (Engine.solve for OOM, Engine.sweep for configs) - V1-09 Part C replaced (Curriculum Learning -> Preprocessing Tax) - V1-13 Part E dropped (redundant with Lab 10) - V1-15 Part C dropped (TCO not fairness-specific), refocused - V2-12 model extraction dropped, restructured around privacy cost - V2-16 capstone cut to 4 parts, Design Ledger fallbacks added - All 15-min parts trimmed to 12 min Test infrastructure added: - labs/tests/ with 3-level pytest suite (static, engine, widget) - CI workflow updated with pytest stages - pytest added to labs/requirements.txt
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