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CORRECTED PATTERN NOW: 1. ✅ Integration tests (test_compression_integration, test_comprehensive_compression_integration) - BEFORE ## 🧪 Module Testing 2. ✅ ## 🧪 Module Testing (markdown section) 3. ✅ STANDARDIZED MODULE TESTING (nbgrader cell) 4. ✅ if __name__ == '__main__' block with run_module_tests_auto 5. ✅ ## 🎯 Module Summary (immediately after, no code between) FIXES APPLIED: ✅ Moved both integration test functions from AFTER testing section to BEFORE it ✅ Removed duplicate integration test functions and markdown sections ✅ Cleaned up multiple run_module_tests_auto calls - now only one clean call ✅ Proper STANDARDIZED MODULE TESTING structure Module 12_compression now follows the exact pattern