Your AI Agents Should Work While Your Computer Is Closed
If your agent setup only works while your laptop is open, it is still a helper. The next step is scheduled work with visible output.
I write and teach how to build AI systems that expand human intelligence, creativity, and agency: memory, skills, workflows, and creative strategy.
If your agent setup only works while your laptop is open, it is still a helper. The next step is scheduled work with visible output.
A small GitHub Actions workflow can run research while your laptop is closed, save the output as a dated file, and leave a reviewable trail instead of another invisible automation.
If AI agents are going to work inside your second brain, the system needs history, review, and recovery. That is why GitHub matters beyond code.
GitHub is not only for programmers. It gives an AI second brain history, review, and recovery, so agents can help without turning your workspace into a black box.
Multi-agent workflows do not start with more agents. They start with better work design: separating responsibilities so creation, review, judgment, and context each have their place.
Better prompts are not enough for serious AI work. Agents become useful when they can inspect the state of a project, see what changed, and operate inside a shared world.