Soki Fukuda · createcentury
Low-level optimization for AI on Apple Silicon. Currently writing Metal Shading Language kernels for state space models.
Featured projects
- mamba-metal — Mamba's selective scan in MSL. Full feature parity with the official CUDA kernel; 11× faster prefill than
mlx-lmat 5,601-token prompts. - mamba-metal-swift — Swift port of the kernels, library + iOS demo. Real Mamba inference on iPhone GPU.
- mamba-vs-transformer-edge — On-device benchmarks: Mamba vs Transformer with detailed memory profiling.