Your AI has no memory of any real page
5 min readEvery model reaches for the same defaults because it has read the internet's average, not the specific work. A library of 577 studied products gives it named moves to steal and named tells to refuse.
the study step · in writing
What it has studied lately.
Essays on why an agent needs a memory of real work, and why design review has to measure rendered pixels instead of trusting a vibe.
A verdict on rendered pixels, not a vibe
4 min readDesign review that cannot be measured is opinion. The review measures the rendered page — contrast math, layout logic, known tells — and returns PASS or the exact fix list.