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✅ NBGrader solution/test structure: ### BEGIN/END SOLUTION blocks ✅ Educational TODO sections: STEP-BY-STEP, HINTS, EXAMPLES, LEARNING CONNECTIONS ✅ Immediate unit tests: proper assertions after each solution ✅ TinyTorch consistency: same patterns as tensor, layers, activations modules ✅ All tests passing: 100% success rate with comprehensive coverage Module now follows established TinyTorch educational format: - Detailed TODO instructions for student implementation - Solution blocks wrapped in NBGrader tags - Immediate feedback with unit tests after each piece - Progress tracking with emojis and clear status messages Ready for NBGrader processing and student use.