Recent content by noah9746

A useful way to understand AI SEO is to separate the goal, the input, the model or tool, and the way the output is evaluated. One important area is testing. Define what a good result looks like before changing tools or settings, then test one variable at a time so you can tell what actually...

For AI for X / Twitter explained: a practical look at future improvements, I would separate the problem into setup, output quality and repeatability. twitter and future fits into that because it can change the result quite a lot depending on the workflow. It is usually easier to troubleshoot...

For Vibe Coding, it helps to think in terms of inputs, constraints, verification, and iteration. One important area is useful tools. Define what a good result looks like before changing tools or settings, then test one variable at a time so you can tell what actually improved the outcome...