Recent content by focuschloe

For AI Advertising, it helps to think in terms of inputs, constraints, verification, and iteration. One important area is reliability. 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...

I think robot and navigation is the key part of this topic. A practical approach is to define the outcome you want, test it with a small example, and then check quality, speed and reliability separately. It also gives you a cleaner baseline if you want to compare tools or settings later.

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