A thread you can test
Orientation
4 notes move from the word to a real choice at work — understand it first, then decide whether to use it.
Each note stands alone, or becomes the next step in this thread.
THE QUESTION THIS PAGE ANSWERS
ANSWER FIRSTWhat is Orientation, and which AI decisions does it change?
Five routes turn a large library into a smaller next step: everyday use, professional leverage, product decisions, hands-on building, or the full map. Pick a job first; let the route choose the theory. This page keeps the related concepts, common mistakes, and practical notes in one reading thread.
First decide whether you are blocked by a definition, a choice, or verification; then choose the closest of the 4 notes below.
Start with “Choose the job you want AI to help with,” then restate the conclusion using your own task.
Do not treat every method in a topic as interchangeable. The answer changes with the input, risk, and acceptance bar.
THIS QUESTION THREAD
Put the word back inside the choice it changes.
Choose the job you want AI to help with
Five routes turn a large library into a smaller next step: everyday use, professional leverage, product decisions, hands-on building, or the full map. Pick a job first; let the route choose the theory.
Find your current AI learning edge
Locate the gap between feeling fluent and being able to diagnose a failure. The point is not to label your level; it is to choose the next kind of practice that will change how you work.
Make every lesson produce an artifact
Replace passive scrolling with a small loop: pause, connect the idea to your work, and produce something you can inspect later. A useful note or test is a better sign of learning than finishing a page.
Understand the context before the technique
Prompting, retrieval, fine-tuning, and tool calling all change what the model sees. Learn that shared mechanism first, so you can diagnose whether a problem is missing context, bad instructions, or a capability limit.