Blog - Lauren Pearl · Lauren Pearl
articleinsightThe AI Dog Chef Problem
4 September 2026Profit
Source excerpt
About Blog - Lauren PearlOne of the reasons AI agents break all our security infrastructure can be described like this:It's as if suddenly, we realized that our family dog has an uncanny talent for cookingSo now we want to make him our personal chef.The problem with this:Sparky might nail it on baking tasty treats, but we still can't trust him not to go bonkers and destroy the kitchen when a squirrel runs by.All of our basic kitchen protocols (for preventing fires, knife injuries, and general mayhem) were built over decades FOR HUMANS.They don't really work on Sparky.And the guardrails that used to keep dogs like Sparky safe-- Gating off certain rooms, leashes, crates --They don't work anymore either,Because we need him to be able to access the kitchen to do his job,But also, the kitchen is where he's most likely to burn down the house.It's the same with AI agents.We're attempting to give agents jobs that…
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Apollo layer
What a founder can learn
Founder takeaway
Do not treat an AI agent like a human employee with software access. Before assigning it meaningful work, redesign permissions and safeguards around its distinct failure modes, limiting what it can reach and containing the damage when it behaves unpredictably.
Why it matters
Existing security controls were largely designed for human behavior or for software kept outside sensitive workflows. Agents need enough access to act, creating a tension between usefulness and safety that founders must address as part of system design—not after deployment.