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Removed unnecessary files: • Backup files (.bak, _backup.py, _clean.py) - 6 files removed • Debug scripts (debug_*.py) - 4 files removed • Temporary test files (test_cnn_*, test_conv2d_*, test_fixed_*) - 21 files removed • Test result files (tinymlperf_results/) - 31 JSON files removed • Python cache files (__pycache__/) and log files Added valuable documentation: • Comprehensive readability assessment reports (_reviews/ directory) • Module structure clarification and quality reports • Tutorial scorecard template for ongoing assessment • MODULE_OVERVIEW.md with complete project structure Retained essential files: • Core milestone tests (test_complete_solution.py, test_tinygpt_milestone.py) • Compression benchmark results (compression_benchmark_results.png) • All production modules and core framework files Result: Clean, organized codebase ready for production deployment with comprehensive documentation for ongoing quality assurance.