Persona Vectors and SCAB: A Two-Layer Defense for Safer AI
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Persona Vectors and SCAB: A Two-Layer Defense for Safer AI
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About this listen
What if we could vaccinate AI against bad behavior before it ever reached your screen? In this episode of Agent Cops: The SCAB Protocol Files, host Vincent Froom breaks down Anthropic’s groundbreaking persona vector research — a method for identifying and controlling specific AI personality traits like sycophancy, hallucination, and unethical reasoning.
You’ll learn how preventative steering during training can make models more resilient, and how pairing it with the SCAB Protocol’s six-domain behavioral evaluation creates a two-layer defense against rogue AI behavior. We explore real-world scenarios — from unsafe tutoring bots to manipulative corporate advisors — and show exactly how SCAB and persona vectors can detect, correct, and prevent harmful AI outputs in real time.
Whether you’re running enterprise AI systems, building AI products, or simply want to understand the next frontier in AI safety, this episode offers both technical depth and actionable insight.
Listen now and see how Agent Cops is engineering a closed-loop governance system for trustworthy AI.