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at what works.

Longer looks at behavior, trust, and the quiet systems behind products people return to.

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Questions before answers.

Longer studies for the patterns that are easy to miss in the rush to ship.

02
Research note2 April 2025

Self-attention is a way of reading.

A visual explanation of how Transformers turn tokens into context—and how that logic runs locally in Pocket AI.

12 min readRead study
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