Speeding up PyTorch inference on Apple devices with AI-generated Metal kernels

Shared from gimletlabs.ai on April 14, 2026.

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Taras Sereda, Gimlet Blog,

This is a strong local-inference link because it shows the gap between framework support and hardware-specific performance work. Apple Silicon can be serious, but the path often goes through kernels, not just model.to("mps").

The AI-generated-kernel angle is interesting, but the bigger point is operational: when the backend is the bottleneck, model.to("mps") is only the start.

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