Recent content by pixelspoppy

A practical understanding of Local AI Agents starts with knowing what the system does well, where it is unreliable, and how to validate the result. One important area is cost control. Define what a good result looks like before changing tools or settings, then test one variable at a time so you...

The point about approach and useful is interesting. In practice I would keep the first test simple, record what worked, and only add extra complexity if it solves a specific limitation. That way you can improve the workflow without losing track of what caused the improvement.

For AI Coding Assistants, it helps to think in terms of inputs, constraints, verification, and iteration. One important area is future improvements. 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...