status#

Score breakdown#

Category	Score	One-line note
Writing	10/10	no mechanical violations detected.
Math	N/A	no mathematical content.
Code	9/10	`qe-code-003` ×1.
JAX	out of scope	JAX rules target `lecture-jax`.
Figures	N/A	no figures or plotting code.
References	N/A	no citations in this lecture.
Links	10/10	no mechanical violations detected.
Admonitions	N/A	no admonitions, exercises or solutions.

None found.

None found.

[qe-code-003] — Package installation at lecture top. Count: 1. Lines: 1. Example: non-Anaconda import with no install cell: [‘jax’].

None found.

The page does one thing: it renders {nb-exec-table} (16-17) and then reports the machine that rendered it, with no narrative padding around either.
Every environment fact is produced by a live cell rather than typed in - !python --version (26), !conda list (33), !nvidia-smi (39) and the JAX backend probe (44-47) - so the page cannot go stale.
The !conda list cell carries :tags: [hide-output] (32), keeping a several-hundred-line dump out of the rendered page while leaving it in the notebook.
The machine-details region carries an explicit (status:machine-details)= anchor (19), so other pages can link straight at it.

Install jax in a first code cell with :tags: [hide-output] before the import at 45 - it is the only non-Anaconda package on the page and currently has no install cell (qe-code-003, 1 occurrence).
Guard or reword the !nvidia-smi cell (38-40): line 36 asserts that the series ‘has access to the following GPU’, which is false on a CPU runner, and the cell then renders a command-not-found error into the published page.
Give the machine-details region a heading - (status:machine-details)= at 19 anchors a bare paragraph, so a {ref} to it lands on text with no visible target.
Make the cell language tags consistent: three cells are ipython (25, 31, 38) and the last is ipython3 (44).
Drop the trailing space at the end of line 21.