Although there's a lot of consumer tools that won't stick, because they just don't actually help, AI is going to make big inroads for lots of different categories of task (just not all). It seems software engineering (or the act of coding specifically) is going to be heavily affected, because a lot of the labs focus is going into developing AI coding skills, and because it's easier to verify correctness than it is in many other problem domains. I've moved my focus to retooling - consolidating much of my workflow in a tool I'm working on https://www.agentkanban.io - A remote kanban board with agent harness integration (Github CoPilot currently) and context management. It's a tool that I use everyday in my own agentic coding workflows, and I can honestly say that it improves the quality of the code produced and reduces friction in organising working on concurrent features.