Start with real work
Begin with the task already taking too long, then find the smallest useful way AI or automation can help.
↗I'm George Cousineau. For 25+ years, I've led software teams and built useful systems. I share what I'm learning so teachers, students, small business owners, and curious builders can use AI to make useful tools, save time, and bring their ideas to life.
The best result is more than a finished task. It is a person who understands what they made—and feels ready to try the next thing.
The most exciting part of AI isn't the hype. It's the moment someone realizes they can make a tool, improve a workflow, or bring an idea to life—and still understand and own the result.
Begin with the task already taking too long, then find the smallest useful way AI or automation can help.
↗The goal is better judgment and clearer accountability—not a black box making decisions for people.
↗Give more people the tools to build software, streamline work, and create things that once felt out of reach.
↗Three starting points from the learning path. Pick the one that matches the work you want to do.
Practical ways teachers, small teams, and independent business owners can reclaim time and move ideas forward.
Notes from designing useful automation with a human responsible for the decisions that matter.
Make a three-task desktop app with a focus timer, guided prompts, and small checkpoints you can test.
I'm always glad to meet curious people who want to use AI to make their work, ideas, or communities a little more capable.
Start a conversation ↗