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- Remove demonstrate_complex_computation_graph() function from Module 05 (autograd) - Remove demonstrate_optimizer_integration() function from Module 06 (optimizers) - Module 04 (losses) had no demonstration functions to remove - Keep all core implementations and unit test functions intact - Keep final test_module() function for integration testing - All module tests continue to pass after cleanup(https://claude.ai/code)