Recent content by callumonpixel

I have a question about General Local AI that may be useful for other people working with it too. I am particularly interested in cost control and future improvements. I would like to compare approaches that people have actually used rather than just theoretical suggestions. Are there any...

A useful way to look at C# knowledge guide: improving prompt design is to focus first on way and prompt. That tends to make the trade-offs easier to compare. It is usually easier to troubleshoot when each change is tested on its own.

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