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      <title>Probe and Error: Why Off‑Policy Training Warps LLM Behaviour Detectors</title>
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      <description>A practical reading of why LLM behaviour probes can look accurate in synthetic tests yet fail when the monitored behaviour depends on hidden generative context.</description>
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