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.
From the web
CUDA Toolkit - Free Tools and Training | NVIDIA Developer
https://developer.nvidia.com/cuda/toolkit
Learn what's new in the CUDA Toolkit, including the latest and greatest features in the CUDA language, compiler, libraries, and tools—and get a sneak peek at what's coming up over the next year.
CUDA Toolkit 13.3 Update 1 Downloads - NVIDIA Developer
https://developer.nvidia.com/cuda-downloads
Get the latest feature updates to NVIDIA's compute stack, including compatibility support for NVIDIA Open GPU Kernel Modules and lazy loading support.
CUDA - Wikipedia
https://en.wikipedia.org/wiki/CUDA
The CUDA platform is accessible to software developers through CUDA-accelerated libraries, compiler directives such as OpenACC, and extensions to industry-standard programming languages including …
Introduction to CUDA Programming - GeeksforGeeks
https://www.geeksforgeeks.org/electronics-engineering/introduction-to-cuda-programming/
Mar 2, 2026 · CUDA (Compute Unified Device Architecture) is a parallel computing and programming model developed by NVIDIA, which extends C++ to enable general-purpose computing on GPUs.
CUDA Programming Guide - NVIDIA Documentation Hub
https://docs.nvidia.com/cuda/cuda-programming-guide/index.html
May 27, 2026 · This guide covers everything from the CUDA programming model and the CUDA platform to the details of language extensions and covers how to make use of specific hardware and …
CUDA Toolkit Documentation
https://docs.nvidia.com/cuda/
Apr 30, 2025 · Find installation instructions, launch highlights, programming guides, compiler documentation, API references, CUDA libraries, profiling tools, samples, and release notes for the …
How to install CUDA - NVIDIA
https://nvidia.custhelp.com/app/answers/detail/a_id/2136/~/how-to-install-cuda
Sep 29, 2021 · You have to install the driver first, then the CUDA toolkit, and finally the CUDA SDK. For general discussion of setting up development environments, algorithms, optimizations and so on, …
What is a CUDA Core and How Do they Work? - CORSAIR
https://www.corsair.com/us/en/explorer/gamer/gaming-pcs/what-is-a-cuda-core-and-how-do-they-work/
Sep 23, 2025 · Discover what CUDA cores are, how they power NVIDIA GPUs, and why they matter for gaming, AI, and creative workloads. Learn how CUDA cores work, how they compare across …
What Is CUDA? The GPU Platform Powering Computer Vision
https://blog.roboflow.com/what-is-cuda/
Aug 31, 2025 · CUDA is NVIDIA's parallel computing platform that repurposes GPU hardware, originally designed for graphics rendering, to accelerate the matrix operations that power deep learning and …
What is CUDA? - NVIDIA
https://nvidia.custhelp.com/app/answers/detail/a_id/2132/~/what-is-cuda%3F
Sep 29, 2021 · Mathematical libraries that have been optimized to run using CUDA. The CUDA software comes with the software driver, the CUDA toolkit (compiler, debugger, profiler), and the CUDA SDK …
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