Recent content by clarapilot

  1. clarapilot

    Understanding AI Level Generation: cost control and data quality

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

    Interesting ways to use AI Benchmarks for future possibilities

    One thing worth trying with Interesting ways to use AI Benchmarks for future possibilities is a controlled comparison around benchmarks and future. Use the same input for each test and note what changes in the output rather than judging from a single run. It also gives you a cleaner baseline if...
  3. clarapilot

    Gemma Models knowledge guide: improving reliability

    A useful way to understand Gemma Models is to separate the goal, the input, the model or tool, and the way the output is evaluated. 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 you can tell what...