在 GPU 计算领域，CUDA 曾是无可替代的 "武林秘籍"—— 掌握它，就意味着手握 GPU 加速计算的钥匙。但 2025 年末，英伟达用 CUDA Toolkit 13.1 掀起了一场颠覆性变革，Tile 编程模型横空出世，让 GPU 编程从专业开发者的 "专属特权"，变成了普通开发者触手可及的工具，堪称自 2006 年 CUDA 诞生以来最彻底的范式升级。

Nvidia Corporation has launched its largest CUDA update in two decades, signaling a strategic response to open-source competition from Triton. The NVDA update introduces a tile-based programming model ...

英伟达发布最新版CUDA 13.1，官方直接定性：这是自2006年诞生以来最大的进步。 核心变化是推出全新的CUDA Tile编程模型，让开发者可以用Python写GPU内核，15行代码就能达到200行CUDA C++代码的性能。 英伟达是不是亲手终结了CUDA的“护城河”？如果英伟达也转向Tile ...

Calling it the largest advancement since the NVIDIA CUDA platform was inroduced in 2006, NVIDIA has launched CUDA 13.1 with CUDA Tile, which the company said introduces a virtual instruction set for ...

Recently, we wrote a detailed tutorial on how to build your own AI chatbot with ChatGPT API. And for that project, we used Python and Pip to run several essential ...

Generally, Python comes pre-installed in Ubuntu, but if it’s not available on your Linux distro for some reason, you can install Python in Ubuntu in a few steps. If you’re a developer, Python is ...