COMPILED CANVAS
GENERATIVE AI

"It was too tired." What is "it"?

The trick behind every chatbot

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PROBLEM

Old models forgot

Theanimal…it

Reading one word at a time, early words faded.

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ATTENTION

Who matters to me?

animal
street
tired

Each word scores every other word. "it" → animal.

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Q · K · V

Like a YouTube search

QueryKeyValue

Query: what you type. Key: the title. Value: the video.

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2017

Attention Is All You Need

parallel = fast

Every word looks at every word, at the same time. That made training fast.

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⚠ MOST PEOPLE MISS THIS

The mistake

Thinking attention knows word order. Position is added in separately.

QUICK QUIZ

Can you get it?

Tap an answer. The full video explains why.

📸 SCREENSHOT THIS

Cheat sheet

  • Old: one word at a time
  • Transformer: all at once
  • Attention: who matters?
  • Query, key, value
  • Stack dozens of layers
COMPILED CANVAS

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