Recent content by callum9243

  1. callum9243

    How to build a better cost control workflow in AI Back-End Development

    This tutorial shows a simple repeatable way to work with AI Back-End Development while focusing on cost control. Step 1: Define the result you want. Write down the output format, quality requirements, and any limits before you start. Step 2: Prepare a small representative example. Test with...
  2. callum9243

    AI for Teachers explained: a practical look at productivity

    For AI for Teachers explained: a practical look at productivity, I would separate the problem into setup, output quality and repeatability. teachers and practical fits into that because it can change the result quite a lot depending on the workflow. It also gives you a cleaner baseline if you...
  3. callum9243

    Understanding Business AI Agents: setup choices and privacy considerations

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