Recent content by millieonhero

A useful way to understand AI Agents is to separate the goal, the input, the model or tool, and the way the output is evaluated. One important area is security. 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...

For AI for Students knowledge guide: improving testing, I would separate the problem into setup, output quality and repeatability. students and testing 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...

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