Recent content by river_tom

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

A useful way to look at AI tutorial: how to improve cost control with DIY Robotics is to focus first on step and cost. That tends to make the trade-offs easier to compare. That should make it easier to tell whether the change is actually helping.

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