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CORRECTED PATTERN NOW: 1. ✅ Integration test (test_module_optimizer_autograd_compatibility) - BEFORE ## 🧪 Module Testing 2. ✅ ## 🧪 Module Testing (markdown section) 3. ✅ STANDARDIZED MODULE TESTING (nbgrader cell with proper structure) 4. ✅ if __name__ == '__main__' block with run_module_tests_auto 5. ✅ ## �� Module Summary (immediately after, no code between) FIXES APPLIED: ✅ Moved integration test function from AFTER testing section to BEFORE it ✅ Removed duplicate integration test function ✅ Clean STANDARDIZED MODULE TESTING structure with proper nbgrader cell ✅ No extra code between run_module_tests_auto and Module Summary Module 10_optimizers now follows the EXACT pattern the user specified