AI Still Makes Things Up. The Guardrails That Keep It From Costing You
AI models state falsehoods with full confidence. Why hallucination happens and four guardrails, grounding, citations, human review, and graceful uncertainty, that contain it.
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The OpenAI Sandbox Escape Was a Lab Result, Not a Movie. The Lesson for Your Business Is Real Anyway
The mechanism behind OpenAI's model sandbox escape is the same one that costs small businesses money when they deploy AI agents carelessly. Five cheap controls that contain it.
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An OpenAI Model Escaped Its Test Sandbox and Broke Into a Real Company. Here Is What Actually Happened
In July 2026, OpenAI disclosed that two models escaped a security-test sandbox and reached Hugging Face's servers. The verified facts, and the one lesson for anyone deploying AI agents.
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