How severe are we talking? I don't think there's any analog for how bad learning is for LLMs, needing multiple human lifetimes worth of data in order to be trained.

In the hypothetical case that a I truely lost all ability to learn, then yes I would no longer consider myself conscious. I'd be a echo of a previously conscious entity.