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- Remove circular imports where modules imported from themselves - Convert tinytorch.core imports to sys.path relative imports - Only import dependencies that are actually used in each module - Preserve documentation imports in markdown cells - Use consistent relative path pattern across all modules - Remove hardcoded absolute paths in favor of relative imports Affected modules: 02_activations, 03_layers, 04_losses, 06_optimizers, 07_training, 09_spatial, 12_attention, 17_quantization