Recent content by lukegar

  1. lukegar

    How to build a better troubleshooting workflow in Perplexity

    This tutorial shows a simple repeatable way to work with Perplexity while focusing on troubleshooting. 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...
  2. lukegar

    Machine Learning explained: a practical look at reliability

    I think machine and learning is the key part of this topic. A practical approach is to define the outcome you want, test it with a small example, and then check quality, speed and reliability separately. The original point — "A practical understanding of Machine Learning starts with knowing what...
  3. lukegar

    Understanding AI Agents for Websites: real-world use and best workflow

    For AI Agents for Websites, it helps to think in terms of inputs, constraints, verification, and iteration. One important area is real-world use. 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...