> For automative occupations, a lot of it is software engineering, auditing, and accounting, where there are well-defined workflows and LLMs are good at doing one-off tasks without a lot of feedback. For augmentative cases, you’re looking at more complex or managerial roles.

Nope coding is definitely augmentive for Sep 2025 and before. Maybe more so than managing.