https://sudonull.com/nvidia-cuda-cores-accelerated-by-ai-by-38-without-human-involvement
Multi-agent Cursor system autonomously optimized 235 CUDA cores for Blackwell B200. Results, methodology, and significance for HPC developers.
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https://sudonull.com/gpu-acceleration-of-the-game-of-life-cuda-triton-benchmarks
Comparison of PyTorch, CUDA, Triton for the cellular automaton "Game of Life" on A40. Results 22.5 ms, kernel code. Study optimizations for memory-bound tasks. Read the analysis.
https://sudonull.com/gradient-descent-and-backpropagation-in-neural-networks-cuda-c
Deep dive into gradient descent and backpropagation. Implementation of neural network training algorithms from scratch on CUDA/C++ for MNIST. Detailed breakdown of mathematics and code.
https://sudonull.com/rocm-is-catching-up-to-cuda-in-ai-onerocm-and-triton
AMD unified ROCm into OneROCm for all accelerators. Triton writes kernels for AMD/Nvidia. vLLM inference on par with CUDA. Six-week releases. Test the stack on Strix Halo.
https://sudonull.com/simd-optimization-of-mandelbrot-avx2-openmp-cuda
Boosting the Mandelbrot set: from 7 FPS scalar C++ to 500+ FPS on CUDA. AVX2 intrinsics, OpenMP multithreading, GPU code. Benchmarks Ryzen 5 + RTX 3050. For middle/senior developers.
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