From a8fe3400ea1ba222686dff92e8026ea167aac6dc Mon Sep 17 00:00:00 2001
From: Vijay Janapa Reddi <vj@eecs.harvard.edu>
Date: Sun, 20 Jul 2025 10:12:16 -0400
Subject: [PATCH] =?UTF-8?q?=F0=9F=93=8B=20Complete=20structural=20organiza?=
 =?UTF-8?q?tion=20of=20all=20TinyTorch=20modules?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

✅ COMPLETED: Added organizational headers to 15 modules with _dev.py files:
  01_setup, 02_tensor, 03_activations, 04_layers, 05_dense, 06_spatial,
  07_attention, 08_dataloader, 09_autograd, 10_optimizers, 11_training,
  12_compression, 13_kernels, 14_benchmarking, 15_mlops

🔧 DEVELOPMENT sections: Added before Step 1 where actual development begins
🤖 AUTO TESTING sections: Added before nbgrader auto testing blocks
🎯 MODULE SUMMARY sections: Updated to consistent 'MODULE SUMMARY: [Title]' format

📝 NOTE: 16_capstone module contains only documentation files (no _dev.py)

Result: All development notebooks now have clear 4-section organization:
  1. Introduction/Theory → 2. Development → 3. Auto Testing → 4. Module Summary

This improves educational flow and helps students navigate the learning materials.