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      <title>Conditional DPO Backdoors: From a Rare Context to an Agentic Chain</title>
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      <description>A deeper companion to the free-tier feedback explainer. DPO moves safety from the behavior level to the level of a conditional distribution; an agent then turns a poisoned conditional into a chain of actions. The result is a backdoor built from individually ordinary behaviors, invisible to standard evaluations, whose danger only emerges when the actions compose.</description>
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