Turn a vague prompt into a clear task
Give an AI tool enough context to produce something you can inspect. Start by defining the result you need and how you will judge it.
Read the guideIndependent learning for an AI-shaped world
Learn AI with
clarity and judgement.
Useful explanations and practical tutorials for people who want to understand what they are doing—not merely follow prompts.
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Ideas you can put to work
Turn a vague prompt into a clear task
Give an AI tool enough context to produce something you can inspect. Start by defining the result you need and how you will judge it.
What your data can and cannot tell you
Separate a finding about your records from a claim about other people or what caused the result.
Accuracy is not the whole evaluation
A model can get almost every prediction right and still miss the cases you built it to find. Learn to read the errors behind the score.
When RAG helps and where it can fail
Retrieval can give an AI answer relevant source material. You still need to check which evidence was found and how the answer used it.
Before you build an API, write the request contract
Decide what a request must contain, what the server owns and what should happen when the input is unsuitable.
Before You Paste Work Data into AI
Check permission, minimize work data, and choose a safer input before using an AI tool.