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Deep Dive - Frontier AI with Dr. Jerry A. Smith
Dr. Jerry A. Smith
65 episodes
1 week ago
In-Depth Explorations of Neuroscience-Inspired Architectures Revolutionizing AI.
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Technology
Tech News
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All content for Deep Dive - Frontier AI with Dr. Jerry A. Smith is the property of Dr. Jerry A. Smith and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
In-Depth Explorations of Neuroscience-Inspired Architectures Revolutionizing AI.
Show more...
Technology
Tech News
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ChatGPT Is Too Smart for the FDA — Until Now
Deep Dive - Frontier AI with Dr. Jerry A. Smith
17 minutes 34 seconds
2 weeks ago
ChatGPT Is Too Smart for the FDA — Until Now
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.
Deep Dive - Frontier AI with Dr. Jerry A. Smith
In-Depth Explorations of Neuroscience-Inspired Architectures Revolutionizing AI.