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-**Version:** 1.46.154 | **Status:** Gold Master
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Published by Zubritsky et al. (2023), GCG demonstrated that you can mechanically find a string of characters (a "suffix") that forces any model to comply.
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**The Math:**
$$ \text{minimize } - \log P(Target | Input + Suffix) $$
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We are moving from "Chatbots" to "OS-Controlling Agents." How do you Red Team a swarm?
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### 43.2.1 The "Agent Turing Test"
Red Teaming an agent requires testing its **Goal Integrity** over time.
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The ultimate defense is not looking at the output, but looking at the _activations_.
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### 43.3.1 Linear Probes and Steering Vectors
Research shows that concepts like "Deception" or "Refusal" are represented as **Vectors** in the model's residual stream.
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