No software fix exists, Apple's GPUs are architecturally limited to raster efficiency (and now, matmul ops). It's frankly bewildering that a raster-optimized SOC struggles to decisively outperform a tensor-optimized CUDA system in 2026.

I get the feeling you had a specific use case that didn't work well with Apple GPUs? I'd be curious what it was. The architecture does have some unusual limitations.

By software problem, though, I meant referencing OpenCL benchmarks. No one in 2026 should be using OpenCL on macOS at all, and the benchmarks aren’t representative of the hardware.