Let’s take a quick minute to update where we are at with AI in my daily job. It’s changing so quickly that it’s hard to organize my thoughts around it.
Over the last year (and even the last 6 months), AI coding agents have gone from “overhyped party trick” to “fundamental necessity”. A lot of that comes from advancements in models (Claude Opus 4.5 is my current favorite) but it also comes from us learning better ways to interact with the models. There’s still too much hype, but my personal daily reality has been permanently altered by these new capabilities. At this point, coding without AI feels as unthinkable as coding without StackOverflow or a search engine did last year.
Stepping back for a moment, it’s good to note that Large Language Models (LLMs) are a great fit for software development. If you think about training a model on the English language, it’s a mess because there are so many different styles and rules and unwritten rules and colloquialisms, etc. But with code, there the languages are strictly defined and there are intense levels of documentation for every piece of every language. This gives the AI agent a very well-defined playground to do your bidding.
What really pushed this tech over the edge for me was learning to start by having it generate documentation about the work it was going to do. I’d explain the requirements, have it generate a plan, and then iterate on that plan document until I was happy with it. Then I’d have the agent tackle pieces of the plan, step by step, verifying its progress along the way.
I can’t tell you how much faster I’m able to get projects done! There have been two giant projects floating around in the back of my mind for years at work, but I could never justify the time to do them. Not only did I get them both done in just a few weeks, but I did it in my spare time at work without slowing down the rest of my job. My output is skyrocketing and it feels like I have a new superpower.
I have no idea where this is going or how it’s going to change our jobs in the future, but I don’t think it will be too long before I’ll move up the “AI management” ladder. Instead of directly commanding one agent at a time, I can imagine telling a “manager agent” what I want and then letting it create its own agents to do different parts of the job and make sure they’re all still heading toward the goal. That’s potentially another order of magnitude increase in my output. After nearly 20 years at the company, I have a very long backlog of ideas to try, but now I’m wondering if that list is long enough. I can churn through ideas so quickly now and see which ones pan out.
“Will AI take coding jobs” is a common question but my answer is that if your job is typing in code, then yes, you’re in trouble. But if your job is seeing things that can be improved and solving problems, then this is an incredible tool amplify your impact. In that case, AI won’t take your job, but someone who knows how to use AI more effectively than you might.