Uses helper script

uv run invocation

Kind = tutorial

Output path convention

Audience and prerequisites

Learning goals

Numbered outline

Markdown+code step pairs

Exercise present

Answer scaffold

Pitfall called out

Optional extension

Analysis intent preserved

Cell order preserved

No large noisy output

Summary dict instead of prints

Minimal imports

Seed and config in one cell

Markdown cells explain steps

execution_count null

Markdown cell structure correct

nbformat preserved

Execution status noted

Skimmable narrative

Uses helper script

uv run invocation

CODEX_HOME set

JUPYTER_NOTEBOOK_CLI set

Kind = experiment

Output path convention

Descriptive filename

Experiment objective cell

Seed and config cell

Plan cell present

Results and next-steps sections

uv for deps