Medium Article: https://medium.com/@jsmith0475/building-human-facing-agentic-systems-the-psychology-and-sociology-of-super-intelligence-1571cf565d51

Dr. Jerry Smith's January 2025 Medium article explores the psychological, sociological, and ethical implications of "human-facing agentic systems," AI powered by large language models (LLMs). These systems, leveraging multi-headed attention mechanisms, aim to collaborate with humans, not merely serve as tools. The article emphasizes the potential for both empowerment and manipulation inherent in these systems, highlighting the crucial role of self-interest, emotion, and identity in human-AI interaction. Smith concludes with a call for responsible development guided by transparency, inclusivity, and justice, warning against the potential for these systems to become instruments of control.

Building Human-Facing Agentic Systems: The Psychology and Sociology of Super Intelligence

Medium Article: https://medium.com/@jsmith0475/chatgpt-is-too-smart-for-the-fda-until-now-8beb59745153
"ChatGPT Is Too Smart for the FDA — Until Now," by Dr. Jerry A. Smith, addresses the critical problem of non-reproducibility in large language models (LLMs), which prevents their adoption in highly regulated fields like pharmaceutical manufacturing. The author introduces cognitive anchoring, a novel gauge-theoretic framework that stabilizes transformer architectures by synchronizing their parallel attention heads using structured constraints derived from principles similar to those in Maxwell's equations. This method ensures that identical inputs yield consistent, deterministic outputs, achieving significant improvements in symbolic consistency and reducing complexity in analytical report generation. The work establishes a necessary foundation for trustworthy AI compliant with FDA data integrity standards (ALCOA+ and 21 CFR Part 11) by demonstrating that LLMs can be constrained to meet mandatory reproducibility requirements.

ChatGPT Is Too Smart for the FDA — Until Now

In-Depth Explorations of Neuroscience-Inspired Architectures Revolutionizing AI.

ChatGPT Is Too Smart for the FDA — Until Now

Dr. Jerry A. Smith

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