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TruthBot

# TruthBot: Parallel Truthful Inference for Detecting and Mitigating AI Manipulation

**Julius Chandler**

REIUK LTD; University of California, Berkeley

*With Apart Research*

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## Abstract

Large language models can be prompted to provide strategically biased or manipulative responses that selectively present evidence to influence user beliefs. We present TruthBot, a dual-purpose framework that both mitigates AI manipulation and detects manipulative intent. Our approach deploys a guaranteed-truthful parallel model alongside any AI system, providing users with comprehensive, balanced information that neutralizes selective

Pathai safety/Sel01/01Weight4,706 words / ~21 min
On the state of this archive

Over the years I have not documented my writing (as much as I have apropos my art, or my signalling). Therefore the current selection is limited to what I have on my laptop and one of my newer drives. Additionally, I believe the season for me to write is not yet ripe. It is more wise at my age to listen (or read!) and in later years write.

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writing archive index (plain)

Writing archive, 6 pieces. Each link goes to a page with that piece's complete text; oversized pieces are split across numbered parts.

Writing archive (6 pieces)

let us consider how we may spur one another on toward love and good deeds