A Coding Guide to NVIDIA’s Tile-Based GPU Programming: From cuTile and Triton Kernels to Flash Attention

Jul 13, 2026

A tutorial explores NVIDIA tile-based GPU programming using TileGym, building a Colab workflow that runs across different hardware. It covers core tile concepts and implements vector addition, fused GELU, row-wise softmax, tiled matrix multiplication, and flash attention, checking each against PyTorch.

Why it matters: This guide provides practical, hands-on instruction for developers to leverage NVIDIA's tile-based GPU programming techniques, which can significantly improve performance for AI workloads.

Full story at: MarkTechPost / AI ↗