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- Remove student-facing bloat (learning objectives, time estimates, pedagogical details) - Remove assessment sections (not needed for operational metadata) - Streamline to essential system information only: - Module identification and dependencies - Package export configuration - File structure and component listings - Updated existing files (6): setup, tensor, activations, layers, autograd, optimizers - Created missing files (3): networks, cnn, dataloader - Consistent 25-26 line format across all 9 modules Result: Pure operational metadata for CLI tools and build systems Perfect for instructor/staff development workflow