How open are you to the possibility that it's the other way around? Because the study suggests that it's actually junior code monkeys that benefit from LLMs, and experienced software engineers don't instead get a decline of their productivity.
At least that's what the only available study so far shows.
That's corroborated with my experience mentoring juniors, the more they struggle with basic things like syntax or expressing their thoughts clearly in code, the more benefit they got from using LLM tools like Claude.
Once they go mid-level and above, the LLMs are a detriment to them. Do you currently get big benefit from LLMs? Maybe you are more early in your career?