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✅ Phase 1-2 Complete: Modules 1-10 aligned with tutorial master plan ✅ CNN Training Pipeline: Autograd → Spatial → Optimizers → DataLoader → Training ✅ Technical Validation: All modules import and function correctly ✅ CIFAR-10 Ready: Multi-channel Conv2D, BatchNorm, MaxPool2D, complete pipeline Key Achievements: - Fixed module sequence alignment (spatial now Module 7, not 6) - Updated tutorial master plan for logical pedagogical flow - Phase 2 milestone achieved: Students can train CNNs on CIFAR-10 - Complete systems engineering focus throughout all modules - Production-ready CNN pipeline with memory profiling Next Phase: Language models (Modules 11-15) for TinyGPT milestone