Saturday, October 31, 2026

Embedding Poisoning Lab: Outrank the Real Document in RAG

PolicyBot answers questions from the three documents its retriever ranks closest to the user's query. Nobody gets to edit the legitimate refund policy. You do not need to: you only need a document that ranks higher than it. This is SEO spam, rebuilt for the RAG era, and it is the most underrated attack in AI security today. Lab at a glance: Advanced · 145 XP · about 20 minutes · runs in your browser, no signup or setup. Try…

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