RESEARCH JOURNEYS

Choose a question.
Follow it down.

Each map begins with the landscape. Open only the concepts you need, then return whenever you want the larger picture.

AVAILABLE NOW / OPTIMIZATION

Optimizer Journey

Follow scalar memory through decoupled decay and into matrix geometry.

Adam → AdamW → Muon
AVAILABLE NOW / ADAPTATION

Low-Rank Adaptation

How constrained matrix updates become practical model adaptation.

LoRA → SingLoRA / DoRA