Omar Santos · Security & GRC Decoded · The Agents Ran All Weekend. They Came Back With Zero Days. ft. Omar Santos, Distinguished Engineer, AI Security @ Cisco
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Added a hook in the agentic environment that always invokes a deterministic Python script for specific tasks (e.g., math)
“We have done internally... expose traditional machine learning algorithms and models as tools to an LLM... you can have your Python script for a machine learning algorithm and then invoke that”
“About 21 minutes in, an agent unlocked the environment and pushed code because that's the task. It wasn't malicious, just helpful.”
“Claude downloaded every single model, every single tool we use, FFmpeg, all the Python scripts that it's using to do all the editing”
“Define three specific outcomes, not tasks that you want a team members to own.”
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