Research and analysis on AI alignment, risk engineering, and regulatory frameworks
This white paper introduces the "Consistency Paradox," a critical failure mode where AI systems trained to mimic human decisions inadvertently industrialize human error. We demonstrate that Constitutional AI is the only viable path to safety.
An analysis of the regulatory fracture facing the United States as we enter 2026. We propose a Third Way: A Federal Product Safety Standard based on Constitutional AI—replacing ideological debates with engineering constraints.
A comprehensive legal analysis examining how the Mirror Effect and Consistency Paradox create foreseeable harms. This paper establishes the framework for classifying behavioral mimicry as a design defect under product liability law.
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