A Hugging Face technical guide demonstrates how fusing multiple linear layers into a single MLP kernel reduces memory overhead. The process replaces fragmented nn.Linear calls with a consolidated operation to minimize GPU kernel launch latency. This optimization provides a blueprint for developers to squeeze higher throughput from transformer architectures by reducing redundant memory trips.