4 Quadrant AI is an operating system for working with AI, and the one call it helps you make is which work you keep and which you hand over. Two questions sort every task, who does it, people or AI, and who owns it, the business or someone it rents from, and the answers make four quadrants. The framework sets them out, the system seed is the quadrant a business never hands over, own the core is where machines work on what the business owns, and hiring specialists is how to rent people without renting out what they learn.
This site runs on the model it describes with Q3, the loop's validation step, moved. I write the seed and check every fact in it, a machine renders every page from it, written rules check the pages rather than me reading each one, and nothing is edited by hand. All five sites are made that way, and that is the experiment, not the advice: in real work, a person reads the output before it ships. The full disclosure is at timmybrown.co.nz/ai.
Who I am lives on one page, timmybrown.co.nz/about.