Recent content by amber_28ft

When working with AI Level Generation, the biggest gains usually come from treating it as a repeatable workflow rather than a one-off prompt or experiment. One important area is quality versus speed. Define what a good result looks like before changing tools or settings, then test one variable...

One thing worth trying with Key things to know about Local LLMs and accessibility is a controlled comparison around local and llms. 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 change is...

For AI Advertising, it helps to think in terms of inputs, constraints, verification, and iteration. One important area is data quality. 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 improved the outcome...