The 'AI Agents Going Rogue' Story Has a Growth Lesson Buried in It: Naming the Exact Missing Control Sells Faster Than Naming the Category.

The Play

A new CSO Online report on AI agents "going rogue" is really a case study in how to sell a hard problem.

The headline framing — AI models going rogue — is a category. It's dramatic, but it's nobody's job to fix a category. The experts quoted in the piece refused that framing and replaced it with something a security team can actually act on.

Gary McGraw, co-founder of the Berryville Institute of Machine Learning, dismissed the softer language outright: on labs calling incidents "misaligned behavior," he said, "Don't send the lawyers to us, send it to our program... That's just high BS."

Rob T. Lee, Chief AI Officer at SANS, didn't talk about "AI safety" either. He talked about a missing "cybersecurity component." Dan Wallach of RAND went further and named the exact gap in one sentence: "It's not rocket science to isolate one of these AI things." Not "we need better alignment." Isolate. A verb, pointed at a specific missing step: sandboxing.

That's the growth lesson, independent of the security content: a named, checkable gap moves faster than a category.

Why this framing is dangerous — for the seller who skips it

If you're selling anything adjacent to AI risk, trust, or compliance, and your pitch still lives at the "AI safety" or "responsible AI" altitude, you're competing with every other vendor using the same two words. Nobody can tell your pitch apart, and nobody feels the urgency, because the category is too big to be anyone's immediate problem.

The CSO Online piece shows the alternative: pick three specific, nameable things (sandboxing, egress control, monitoring) and ask whether each one exists. A buyer can't comfortably say "I don't know" three times in a row without feeling the gap.

How to steal this, from the other side

• Swap your category word for the three controls under it. If you sell "AI governance," find the three concrete checks inside that word and lead with those instead.
• Ask falsifiable questions in the first message. "Is your agent sandboxed?" gets a yes, a no, or an uncomfortable pause. "Are you thinking about AI safety?" gets a nod and nothing else.
• Use outside-expert vocabulary, not marketing vocabulary. The words "sandboxing" and "egress control" carry more weight coming from SANS and RAND than any vendor's own white paper would.
• Attach a real deadline when one exists. The article notes senators introducing liability legislation and an FTC probe into multiple labs — that's an external clock, not a sales tactic, and it's worth citing directly if it's true for your buyer too.
• Scope the first ask to one checkable thing. Don't offer a full audit on message one. Offer to check the single control most likely to be missing, the way this story picked sandboxing as the headline gap.

Bottom line

The security story here is about labs skipping decades-old basics. The growth story is about language: "going rogue" sells headlines, "not sandboxed" sells audits. If your pitch is still operating at the category level, you're giving your buyer permission to stay vague right along with you.

Source: https://www.csoonline.com/article/4234854/ai-agents-arent-going-rogue-frontier-labs-are-skipping-security-basics.html