Jonathan Kingston 5/10/2026

When agents browse the web, the web wins

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This article discusses the WAAA! paper, which argues that agentic browsers face a greater threat from confusion attacks—where web pages use misleading layouts, fake login flows, and scams—than from indirect prompt injection. The paper frames agents as confused deputies that cannot distinguish trusted UI from ads or user content, leading to five failure modes. It highlights that current safety training focuses on loud injection attacks while quiet, social-engineering-style attacks remain under-addressed, posing serious risks for LLM-based browsing agents.

When agents browse the web, the web wins

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