a framework for designing against ai‑generated slop

you already know the shape of the problem. another landing page with a centred hero, a pill badge, two buttons, three equal feature cards, and a purple-to-blue gradient on the word that shall not be gradiented. ahd is a brief compiler, a linter, and an eval harness that treats design taste as something you can specify, test, and diff.

pipeline

  brief.yml ──▶ [compiler] ──▶ prompt ──▶ [model n]
                    │                        │
                    ▼                        ▼
               token graph ─────────▶ [28-rule linter]
                                             │
                                             ▼
                                     [vision critic] ──▶ score
                                             │
                                             ▼
                                          diff.md
    

run the eval

one-liner. ten samples, one brief, the specs you trust.

bash$ ahd eval-live swiss-editorial --brief briefs/landing.yml --models <specs> --n 10