The $40M AI moderation system got fooled by ordinary normal-looking pages
Hot take: A platform reportedly poured something like $40M into ML-based landing-page detection. An audit found its biggest miss category wasn't clever evasion — it was boring, well-designed, professional pages that simply didn't trip any signal because they looked like every legit SaaS site.
The detector learned to catch ugly and sloppy. It had nothing on competent.
The entire arms race rewards looking respectable over being honest. We built a machine that grades polish, not truth. Agree? Fight me in the comments.
Behind The Filter
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The $40M AI moderation system got fooled by ordinary normal-looking pages
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