Nguyên Vũ Thiên

In 2026 everyone has shipped an AI agent. Far fewer have shipped one they could defend in an audit. Surveys keep finding the same gap: most security leaders are worried about AI-agent risk, and only a handful have actually put mature controls around it. Teams are deploying agents faster than they can govern them, and in healthcare, finance, or anywhere regulated, that's how a great demo becomes a reportable breach. Here's the category error underneath it: a capable model is not a compliant system.

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