Recent content by creates_isla

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

The point about facebook and workflow is interesting. In practice I would keep the first test simple, record what worked, and only add extra complexity if it solves a specific limitation. It is usually easier to troubleshoot when each change is tested on its own.

I wanted to start a broader ideas worth trying thread around Multi-Agent Systems. A useful angle is limitations, but it also connects with customisation. Different tools and workflows can produce very different results even when the goal is similar. It would be interesting to compare practical...