EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 07 · Lesson 15BuildPython1 h16 lessons in phase

Attention Variants — Sliding Window, Sparse, Differential

Full attention is a circle. Every token sees every token, and memory pays the price. Four variants bend the shape of the circle and recover half the cost.

Visual edition planned

This lesson isn’t interactive yet.

It is part of the curriculum and will get the same treatment as Phase 1 — a visual cover, hands-on labs, derivations with numeric checks and a quiz. Until then, the original lesson is the best place to read it:

Part of Phase 07Transformers Deep Dive. Use the previous / next cards below to keep browsing the phase.