>_ byhand CLI

By Hand Research explores model interpretability through math and algorithms. The byhand CLI brings that research to your terminal, visualizing how AI systems work.

01

Start where you are

Run one command and stay in the terminal

There is no application to configure, workspace to organize, or interface to learn

02

Reveal the model

Move operation by operation, connecting attention, equations, tensor shapes, and parameter sources

Get started

One command. No new workspace.

Install on an Apple Silicon Mac, then visualize a compatible model where you already work.

Read the docs 
curl -fsSL https://raw.githubusercontent.com/imruljubair/byhand/main/install.sh | sh

byhand model --ollama llama3.2