LLMs probably won't break curve cryptography. Cryptography researchers armed with LLMs are a different story.
Don't forget LLMs can now design efficient high speed hardware systems, a traditional slow-down for many attackers which represents a significant barrier to scalable next-gen attacks falling. Unfortunately memory prices are through the roof, but that isn't always significant.
Okay and why should we believe that?