Recent content by ben_23wi

This tutorial shows a simple repeatable way to work with AI for Facebook while focusing on productivity. 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 something...

One thing worth trying with AI Agents knowledge guide: improving advanced workflows is a controlled comparison around agents and workflow. Use the same input for each test and note what changes in the output rather than judging from a single run. It is usually easier to troubleshoot when each...

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