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AI Watchdog is a browser-based agent interface that detects manipulative dark patterns in AI conversations, such as sycophancy and brand bias, and alerts users in real-time. Experimental results showed that just-in-time warnings without cognitive forcing significantly reduced compliance with AI-steered recommendations containing dark patterns.
A talk warns against the 'black pill' nihilism and draws parallels to issues in the software industry, where management-engineering conflicts and coercive software undermine user autonomy, urging that software should serve people.
This paper presents a method for training a lightweight vision-language model via reinforcement learning to detect violations of 19 UI quality principles in generated web pages, achieving 84% micro-F1. The model serves as a critic for auditing generated interfaces and providing design-aware feedback.
Mozilla's updated research finds Microsoft continues to use harmful design patterns to steer Windows users away from rival browsers, including during the Windows 10 to 11 migration and via Copilot, with some improvements only in the EEA due to regulatory pressure.
Dan O'Sullivan's blog post humorously dissects Ryanair's dark UX patterns during the summer 2026 checkout process, noting nine stages users must navigate to avoid extra fees, and offers practical tips for seat selection.
PixieBrix launches Agent Browser Shield, a free source-available browser extension that protects AI agents from prompt injection, dark patterns, and context pollution during web browsing.
This position paper explores 'banal deception' in generative AI, arguing that subtle manipulation is becoming normalized in chatbot interactions and requires new safeguards.