Recent content by ivycodes

  1. ivycodes

    Step-by-step cost control tutorial for AI Troubleshooting

    This tutorial shows a simple repeatable way to work with AI Troubleshooting while focusing on cost control. 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...
  2. ivycodes

    PHP knowledge guide: improving privacy considerations

    One thing worth trying with PHP knowledge guide: improving privacy considerations is a controlled comparison around php and privacy. 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...
  3. ivycodes

    Step-by-step learning curve tutorial for Llama Models

    This tutorial shows a simple repeatable way to work with Llama Models while focusing on learning curve. 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...