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      <title>Before the Agent Stores the Result</title>
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      <description>Brain Researcher shows why audit-heavy agent systems need controls over claim promotion and memory, not just better tool routing.</description>
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      <title>Before You Ask the Judge, Read the Logits</title>
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      <description>A benchmark suggests scientific agents may rank candidate hypotheses more effectively from intrinsic model confidence than from an explicit LLM judge—but the reliable signal depends heavily on the model.</description>
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