Neural Horizons Substack
Neural Horizons Substack Podcast
The Doubt Machine: Countering the Liar's Dividend.
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The Doubt Machine: Countering the Liar's Dividend.

When anything can be faked, everything can be denied

We now explore the liar’s dividend, a phenomenon where the public’s awareness of sophisticated media manipulation technologies, such as deepfakes, allows bad actors to falsely deny authentic evidence and escape accountability. It explains that this strategic denial works by creating pervasive “deepfake doubt” which erodes baseline trust in all digital media, shifting the burden of proof from the liar to those proving authenticity. We outline a detailed “denial taxonomy,” showcasing common tactics like authenticity denial and chain-of-custody attacks, and offer numerous case studies from politics and the justice system where this defense was deployed against real evidence. Finally, we propose a set of multi-layered countermeasures, focusing on technical solutions like content provenance (C2PA) and policy interventions to move society toward plausible verifiability instead of default doubt.

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