Recent content by kaimatrix24

  1. kaimatrix24

    AI tutorial: how to improve advanced workflows with C++

    This tutorial shows a simple repeatable way to work with C++ while focusing on advanced workflows. 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 easy...
  2. kaimatrix24

    testing question: how do you handle GPUs for Local AI?

    One thing worth trying with testing question: how do you handle GPUs for Local AI? is a controlled comparison around testing and gpus. 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 you want to...
  3. kaimatrix24

    Understanding AI Safety & Ethics: collaboration and accessibility

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