Mark_Friedenbach comments on Deception detection machines - Less Wrong Discussion
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The data is immense, but the deeception detector's job involves only applying simple rules. It's effectively a compressor that compresses the AI logs down to "utility functions + search parameters" which is small enough to be inspected directly.