Matrix multiplication presents greater challenges—specialized libraries undergo extensive architecture-specific tuning. While initial Triton implementation substantially trails optimized libraries, AutoKernel demonstrated 1.55× improvement over compiled alternatives at large scales, indicating that automated tuning doesn't always achieve optimal results. Bridging this performance gap remains the primary objective for ongoing development.
The device's sole limitation involves connector variety—I'd prefer additional secondary interface options including USB-A (for customized cables) and supposedly obsolete USB-B ports.
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