Ultra TechArabic edition

Guides

Last machine check against the sources:

Software

  1. 1What Prompt Caching Is

    Turn on prompt caching by adding two lines to a request, and prove from the response's own numbers that it worked.

  2. 2What Tool Use Is

    Define one tool, send it with a question, and see the model ask for it instead of guessing — in a file you wrote and ran yourself.

  3. 3What MCP Is

    Write an MCP server that offers one tool, and send it a message by hand to see exactly what it answers.

  4. 4What Structured Output Is

    Write a JSON Schema for the data you need, and send it with a request so the reply follows it.

Hardware

  1. 1Which Machine Runs a Model Locally

    Read how much memory your machine has, and how much of it belongs to the graphics card, with one file you run yourself.

  2. 2Mac or PC for Running Models Locally

    List the models you want to run and say how much memory each one needs, with one file you run yourself.

  3. 3Your First Local Model with Ollamacoming