> LLMs reduce the time it takes to produce code, but they haven’t changed the amount of effort required to reason about behavior, identify subtle bugs, or ensure long-term maintainability.

I'd argue that they're slowly changing that as well -- you can ask an LLM to "read" code, summarize / review / criticize it. At the least, it can help accelerate onboarding onto new / unfamiliar codebases.