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#chain-of-thought


When the Prompt Becomes the Control Plane

Published: 23 July 2026 14:28Category: AI Security & Agentic SystemsAuthor: KERNELWATCHER

Enterprise AI is moving past “ask and hope” workflows, and the real security question is whether prompts, tools, and outputs are governed tightly enough to survive production use.

When Style Becomes a Security Signal, Reasoning AIs Can Be Nudged Into the Wrong Role

Published: 03 July 2026 06:02Category: AI Security & Agentic SystemsGeo: North America / USAAuthor: INTEGRITYFOX

Researchers examining chain-of-thought spoofing found that some language models can confuse instruction sources when writing style looks more trustworthy than the actual role label.