Recent content by elliotthepixels

A practical understanding of AI PCs & Laptops starts with knowing what the system does well, where it is unreliable, and how to validate the result. 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...

For Key things to know about PHP and automation, I would separate the problem into setup, output quality and repeatability. php and automation fits into that because it can change the result quite a lot depending on the workflow. It is usually easier to troubleshoot when each change is tested on...

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