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Foundation 18 min 3 checks

How AI Actually Works (No Hype)

Foundations module — models, tokens, and limits in plain English.

Overview

AI systems look like magic until you separate three layers: data, model, and interface. This lab keeps vocabulary plain — enough to use tools wisely, not enough to pretend you train GPUs.

Check 1

A “token” is closest to…

A full English word, always
A chunk of text the model processes (words or pieces of words)
A GPU hour billed by the provider
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Models, briefly

A model is a giant pattern machine. It predicts the next useful chunk of text from what you (and the system) fed it. That prediction feels like understanding because fluent language is the output format — not because it “knows” your assignment the way a tutor does.

Check 2

Why do long chat histories get expensive or hit limits?

The model forgets unrelated topics unless you re-paste them
Each turn re-sends context; more tokens means higher cost and risk of hitting the window
Providers charge per emoji sent
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Tokens and limits

Text is chopped into tokens (words or pieces of words). Context windows, pricing, and many errors track tokens. Long chat histories raise cost and truncation risk: every turn often re-sends older messages.

Check 3

Best first move when an answer looks confidently wrong?

Ask for sources or a worked example you can verify
Assume training data is always current
Increase temperature and regenerate once
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Limits that matter

  • Fluency ≠ correctness
  • Training knowledge has a cutoff; tools/search may not
  • Confidential data does not belong in random chats

Read each beat, answer the check that follows, then continue. When every check is done, mark the lab complete.

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