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    <title>Runtime Monitoring on Cognaptus</title>
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      <title>Safety by Design, Rewritten: When Data Defines the Boundary</title>
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      <description>A mechanism-first reading of how kernel-based ODD construction turns safety-critical AI data into conservative operational boundaries for certification and runtime monitoring.</description>
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      <title>When Models Know They’re Wrong: Catching Jailbreaks Mid-Sentence</title>
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      <pubDate>Fri, 16 Jan 2026 00:00:00 +0000</pubDate>
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      <description>SafeProbing suggests that jailbreak defense may work better when models are monitored during generation, not judged only after the damage is already written.</description>
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