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Notes on the AI-design-slop fingerprint: how the score works, why detectors decay, and the durable per-site signal.
Calibrating the four-axis instrument: design, copy, system, and AEO
How definitions 2026.09 unifies 27 CSS and DOM rules, 9 prose checks, DESIGN.md token compliance, and 8 AEO crawler checks into one deterministic audit.
2026-10-17 · 2 min read
AEO for engineering teams: making pages readable to AI answer enginesWhy clean visual design is still invisible to ChatGPT, Claude, and Perplexity when crawlers hit blocked robots rules or missing markdown twins.2026-09-20 · 1 min readWhy slop detectors decay, and what we do about itA fixed visual fingerprint degrades as generators suppress the default look. The durable signal is per-site, not global.2026-06-13 · 1 min readHow the slop score worksA weighted, deterministic fingerprint: same page in, same score out. No model, no randomness.2026-06-13 · 1 min read