⚠ A Consortium Against CUDAModerate threat

A related danger is that Nvidia's competitors, unable to beat CUDA individually, are increasingly banding together to build an open alternative collectively. Industry consortia and open-standard efforts — backed by AMD, Intel, Google, and other giants¹ — aim to pool their resources into a shared, hardware-neutral software stack that no single company could justify building alone, in the hope that a common enemy will succeed where fragmented rivals have failed.

The threat of coordination is that it changes the math. CUDA's lead was built by Nvidia's lonely, early, sustained investment while others slept; a consortium of the world's largest technology companies, all motivated to escape Nvidia's grip, can in principle marshal more engineers and more money than even Nvidia commands, and aim them all at the same target. Cooperation among rivals is exactly what a dominant proprietary standard should fear most.

What has limited such efforts historically is that consortia are slow, their members' interests diverge, and an open standard designed by committee often trails a proprietary one driven by a single focused owner. Nvidia moves faster than any committee, its stack is a moving target, and its rivals compete with one another as much as they cooperate — which has repeatedly blunted the united front they keep announcing.

Weigh it moderate. The consortium approach is the most rational counter to CUDA and it is gathering real weight and real money, which a prudent owner should respect — but coordination among competitors is hard, slow, and prone to fracture, and Nvidia's singular focus has so far outrun every alliance assembled against it.