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Major improvements: - Fix module ordering to match actual 20-module progression (01-20 + MLOps) - Clarify DataLoader as generic batching tool (not just CIFAR-10) - Add work-in-progress banner with compelling 'Why TinyTorch?' message - Add TinyMLPerf competition and leaderboard section - Remove premature industry feedback section - Acknowledge other TinyTorch/MiniTorch projects - Simplify additional resources section - Update Mermaid diagram to show DataLoader correctly - Ensure git URL points to mlsysbook/TinyTorch The website now accurately reflects our 20-module structure with proper categorization and professional presentation ready for Spring 2025 launch.