AMD vibe codes its way past the CUDA moat with ROCm.AI
Jump to main content
Search
REG AD
ai and ml
AMD vibe codes its way past the CUDA moat with ROCm.AI
Hey Claude, optimize this model for me
Tobias Mann
Tobias<br>Mann
SYSTEMS EDITOR
Published<br>fri 24 Jul 2026 // 22:55 UTC
Even as AMD’s GPUs have grown more competitive, the House of Zen has struggled to shake the perception that its chips are less capable because they don’t run CUDA. At its Advancing AI event in San Francisco this week, AMD unveiled ROCm.AI, which promises to let users vibe code their way to faster inference performance.<br>In reality, the so-called CUDA moat has become considerably shallower over the past few years as frameworks like PyTorch and JAX have made it possible for developers to write once and, for the most part, run anywhere without ever having to touch CUDA or AMD’s ROCm and HIP libraries.<br>But just because the code runs, it doesn’t necessarily mean it’s performant. Low-level programming interfaces like CUDA and ROCm remain key to unlocking a chip’s true potential.
REG AD
However, hand tuning GPU kernels and general matrix-matrix multiplication (GEMM) routines to take full advantage of the silicon isn’t exactly something everyone has the experience necessary to do. But as it turns out, many of the same models developers are trying to optimize for are surprisingly good at it.
REG AD
“For every generation of AMD GPUs, we have published not just the ISA spec. We actually publish the machine-readable ISA,” said AMD corporate VP of AI software and solutions Anush Elangovan, adding that as a result, “the frontier models are very, very capable of programming to AMD’s hardware.”<br>With ROCm.AI, AMD hopes to streamline this capability. The platform plugs into existing code assistants running on frontier models and provides them with the tools and documentation necessary to deploy, debug, and optimize models and serving frameworks for AMD Instinct hardware.<br>One of these tools is an automated workload performance optimization system called Hyperloom.<br>When the tool is called, for example by prompting the code assistant to “optimize MiniMax M3 with Hyperloom,” it might spin up an inference server in a Docker container, run benchmarks to establish baseline performance, profile the workload to identify bottlenecks, and adjust the configuration or even generate custom CPU kernels on the fly, Elangovan explained.<br>In testing on AMD’s newly launched Helios racks, this process, Elangovan claims, was able to boost model performance by 38 percent over baseline.<br>“We want to give you the ability to eke out the maximum performance,” he said. “This makes it incredibly easy for anyone to consume, debug, profile, and deploy.”<br>To further improve this process, AMD says that it’s leaning on its close relationship with AI model houses like OpenAI and Anthropic to ensure their models are trained to better understand the inner workings of both their hardware and software.
MORE CONTEXT
Intel knows it needs to ‘leapfrog’ ARM and AMD, says CEO Lip-Bu Tan
AMD and Cerebras join forces against Nvidia’s Groq LPUs
AMD attacks the rack with Helios systems that rival Nvidia's
Intel-backed AI chip startup SambaNova breathes new life into aging Nvidia GPUs in latest benchmarks
“We’re not just using the frontier model to generate a kernel,” Elangovan said. “We’re working deeply with frontier model companies so that they natively speak AMD programming.”
REG AD
In addition to its built-in command-line interface, ROCm.AI will be offered as a plug-in for popular coding assistants, including Anthropic’s Claude Code, OpenAI’s Codex, Google's Antigravity, and Cursor. ®
amd<br>ai and ml<br>development<br>ai infrastructure month 2026<br>ai
REG AD
devops
How AI drove Shopify back to clean code
Turns out, agents just want the same things as humans: easily-readable code, explicit contracts, and helpful feedback
AI AND ML
Anti-AI open source has an enemy in common, but almost nothing else
Building bot-free alternatives may require lefties, libertarians, and culture warriors to share code
Cambodian Prime Minister Hun Manet met with ZTE to deepen cooperation in digital infrastructure and artificial intelligence (AI)
PARTNER CONTENT: subhead subhead
BOFH
BOFH: This printer engineer knows every trick in the book
But so does this customer
columnists
Airbus takes flight from AWS. What happens next is critical
Which way to the Land of the Free again?
AI and ML
Anthropic debuts Opus 5 at half the price of its Fable sibling
And as a bonus, it doesn't require data retention
MOST POPULAR
security
Linux kernel team publishes 432 CVEs in two days
off-prem
Anyone with a shed, an extension cord, a couple of GPUs and an overdraft is building datacenters. Fujitsu just offloaded five
Security
Oracle drops 1,449 security patches like it's the new normal
AI AND ML
OpenAI admits it was the source of the agent swarm that attacked Hugging Face
OS PLATFORMS
Dev accidentally...