LLMs aren't the only kind of AI.

Having hardware and software suppliers all together makes it more likely even if you assume (like I do) that we're at least one paradigm shift away from the right architecture, despite how impressively general Transformers have been.

But software is easy to exfiltrate, so I think anyone with hardware alone can catch up extremely fast.