EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 19 · Lesson 34BuildPython1.5 h85 lessons in phase

Transformer Block from Scratch

One block is the unit of every modern decoder LLM. Layer norm, multi head attention, residual, MLP, residual. The pre-LN variant trains stably without warmup. The post-LN variant is what the original paper shipped. This lesson builds both, side by side, and shows which one survives a 12 layer stack at common learning rates.

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 19Capstone Projects. Use the previous / next cards below to keep browsing the phase.