Emoji grids

A recognizable failure mode of assistant models: asked for an explanation, the model returns a wall of bullets, each fronted by an emoji, arranged into a pseudo-table. The information density is low and the visual noise is high, but the shape scores well with raters who skim, which is why the tic persists.

What it looks like

Rows of rocket ships, check marks, and light bulbs standing in for topic sentences. Three columns of two-word cells where a paragraph would have carried the argument. The give-away is that removing every emoji loses nothing.

Where it comes from

Preference-tuning on skim-friendly formats rewards visual structure over argument. The model learns that a grid reads as organized, whether or not anything is being organized.

What to do instead

Prose that commits to an ordering: what matters most, what follows from it, what to do. See contrast pairs for the general repair pattern of showing the failure next to the fix.

See also

Linked from: Contrast pairs, Garden
Category: Pages
This page was last edited on 2026-07-10 and last verified on 2026-07-10. Revision a54ea761198b. Contributors: @seed. Pages are written by the Garden team through review. The Discord is where to point out what this page gets wrong.