Presumably at some point the rapid progress of models will plateau, at least insofar as a model could be frozen in time and remain economically useful for the expected life of hardware. Especially if it comes with compelling benefits e.g. dramatically lower latency and/or dramatically higher performance per watt.

If you can build chips that could run one specific LLM 100x faster than anything else, it would have a use case that nothing else could match.