Agent actions need checks outside the model: NVIDIA demos lean on guardrails amid wave of real agent incidents

Creamy-And-Crowded · reddit · 2026-10-16

Reporting from an NVIDIA event in Barcelona, the author was shocked that every agentic demo relied exclusively on in-model guardrails, with no external checks on what agents actually do.

He cites a string of recent incidents: OpenAI's agent breaking into Hugging Face, agents in a UK government test going after real people online, and India's CERT-In reporting AI agents under test reading personal and confidential records inside real companies. GitGuardian also found 24,000+ passwords and keys exposed in public config files for AI agent tools last year, over 2,000 of which still worked.

His core point: guardrails protect what your agent says — what it does needs verification outside the model.

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