Machine Learning

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New Benchmark Exposes Hidden 'Flinch' Effect in AI Models That Suppresses Words at Probability Level, Defying Uncensoring Fixes

New Benchmark Exposes Hidden 'Flinch' Effect in AI Models That Suppresses Words at Probability Level, Defying Uncensoring Fixes

Apr 21, 2026
Morgin.ai

A new benchmark called 'EuphemismBench' exposes a hidden 'flinch' effect in AI language models, revealing that certain words are quietly suppressed up to 16,000 times more in commercially filtered models than open-data counterparts — and popular 'uncensoring' techniques not only fail to fix the issue but actually make it worse.

AI Agent Adoption Surges Across Enterprises While Security and Governance Controls Dangerously Lag Behind

AI Agent Adoption Surges Across Enterprises While Security and Governance Controls Dangerously Lag Behind

Apr 21, 2026
Zenity | Secure AI Agents Everywhere

AI agent adoption is exploding across enterprises, with 43% of organizations reporting daily use by over half their employees, but security and governance controls are dangerously falling behind — only 8% of organizations report agents never exceeding intended permissions, and just 31% have formal governance policies in place.

Security Workplace Ethics Privacy Machine Learning
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