Muhammad Sarmad

Muhammad Sarmad is a Computer Science graduate from FAST-NUCES and a Software Engineer at Deaimer, specializing in software development, Artificial Intelligence, and Machine Learning. He has hands-on experience in full-stack development, cloud computing, and AI-driven solutions. His academic portfolio includes innovative projects in satellite-based deforestation detection and computer vision.

1 article by Muhammad Sarmad

BenchmarksPaper

Oct 19, 2026

Beyond the Benchmark Shape: Evaluating AI-Generated CUDA and Triton Kernels Under Realistic AI Workloads

AI-generated CUDA and Triton kernels can pass familiar benchmarks yet fail on new shapes or deliver little serving benefit. Explore a reproducible protocol for testing correctness, workload shift, GPU efficiency, and deployment value.

By Muhammad Sarmad

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