令人惊叹的是，johnnytshi在短短30分钟内，就把整个CUDA后端移植到了AMD ROCm上，而且中间没用任何翻译层。 另外一个好处当然是，不用费劲去搭像Hipify这种复杂的翻译环境了；直接在命令行（CLI）里就能干活。

据国外科技媒体wccftech报道，一位 reddit 网友通过智能自主式AI编码平台 Claude Code 仅用半小时，就成功将 英伟达 的 CUDA 代码移植至 AMD ROCm 平台，或有望填补这两大技术生态体系之间的鸿沟,此法亦给出了打破英伟达CUDA 护城河的一种新的方法。

AMD, Intel, and startups like Spectral Compute line up to reduce hardware lock-in and snatch chip giant's computing crown ...

近日，科技圈被一则消息彻底引爆：Reddit平台上，开发者johnnytshi分享了一项颠覆性操作—— Claude Code仅耗时30分钟，便成功将一整套完整的CUDA后端代码，移植到了AMD的ROCm平台，而且无需任何中间转换层。

The Maia 200 deployment demonstrates that custom silicon has matured from experimental capability to production ...

1月22日，一位用户在社交平台Reddit上披露，他使用Claude Code将整个CUDA后端移植至AMD的ROCm平台。不过，业内人士指出，这一成果可能仅适用于较简单的内核代码。对于需要深度硬件优化和复杂上下文的代码库，AI工具的移植能力仍面临显著局限。

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Chrysler may have been the first to put out a “pony car” in 1964, with the A-body, Valiant-based fastback Barracuda and its enormous rear window. Still, it kind of missed the mark when it came to ...

辉达的CUDA平台长期以来被视为AI计算领域最强大的「技术护城河」，其封闭的生态系让开发者极难将应用迁移至竞争对手平台，这也是辉达维持市场优势的关键因素。然而，Claude Code采用智慧代理框架，它并非机械式地替换关键字，而是能理解程序码内核函数的底层逻辑，解决了如「数据布局」差异等复杂的结构性问题。

From fine-tuning open source models to building agentic frameworks on top of them, the open source world is ripe with ...

Not everyone will write their own optimizing compiler from scratch, but those who do sometimes roll into it during the course ...