PODCAST · technology
Deep Dive - Frontier AI with Dr. Jerry A. Smith
by Dr. Jerry A. Smith
In-Depth Explorations of Neuroscience-Inspired Architectures Revolutionizing AI.
Episodes
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Emergent, Dynamic Ontology Generation in Neurocognitive Memory Systems
Medium Article: https://medium.com/p/c036d5d78f78?postPublishedType=initial This article, by Dr. Jerry A. Smith, describes a novel neurocognitive memory architecture that allows enterprise knowledge systems to grow their own ontologies rather than relying on rigid, hand-written schemas. By...
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How the Holy Spirit Moves the Mind
Medium Article: https://medium.com/@jsmith0475/how-the-holy-spirit-moves-the-mind-7b50767ed8b6 This article, by Dr. Jerry A. Smith, explores the intersection of Christian theology and neurobiology, specifically investigating how the Holy Spirit might interact with the physical brain without...
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Your AI Loses the Thread After 15 Turns. We Built One That Doesn't
Medium: https://medium.com/@jsmith0475/your-ai-forgets-you-mid-conversation-heres-the-architecture-that-doesn-t-9df34fdd61fd The provided text introduces the Neuro-Cognitive Agent (NCA), a framework designed to solve the chronic "forgetting" problem in large language models by mimicking…
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God: What Math Tells Us About Consciousness and Reality
Medium Article: https://medium.com/@jsmith0475/god-what-math-tells-us-about-consciousness-and-reality-f4b0334da1f4 Dr. Jerry A. Smith argues that the TREE function indicates that brain complexity exceeds the mathematical limits of physics. Since physical laws cannot account for the irreducible...
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Why Consciousness Can’t Be Reduced — And Mathematics Proves It
Medium: https://medium.com/@jsmith0475/why-consciousness-cant-be-reduced-and-mathematics-proves-it-6d6fd1b8518e This paper, by Dr. Jerry A. Smith, argues that consciousness is irreducible due to the transarithmetical complexity of neural tree space. Using Friedman’s TREE function, the author…
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Federated AI Agents
Medium Article: https://medium.com/@jsmith0475/federated-ai-agents-418ce3d2b441 This article, by Dr. Jerry A. Smith, discusses how future AI should mimic distributed nervous systems rather than monolithic brains. Federated agents use asynchronous messaging (like MQTT) and heterogeneous models to...
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Exotic Reasoning-A Topological Framework for Understanding Emergent Intelligence in Large Language Models
Medium Article: https://medium.com/@jsmith0475/exotic-reasoning-a-topological-framework-for-understanding-emergent-intelligence-in-large-language-f76eefbae209 The author, Dr. Jerry A. Smith, introduces the Exotic Reasoning Conjecture, a theoretical framework that posits that emergent intelligence...
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Multi-Dimensional AI Analysis for Pharmaceutical Stability Reports: Beyond Sequential Review
Medium Article: https://medium.com/@jsmith0475/multi-dimensional-ai-analysis-for-pharmaceutical-stability-reports-beyond-sequential-review-926319112a16 The author, Dr. Jerry A. Smith, introduces a novel AI framework designed to improve pharmaceutical stability reports by moving beyond simple,...
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The 100x Cost Reduction Reshaping Enterprise AI
Medium Article: https://medium.com/@jsmith0475/the-100x-cost-reduction-reshaping-enterprise-ai-0e2779fca872 This article, by Dr. Jerry A. Smith, explores a fundamental transition in the artificial intelligence industry from massive, general-purpose models toward specialized ecosystems of smaller,...
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The Scientific Method for Smarter AI - How Orthogonal Arrays Can Transform Agentic Goal Achievement
Medium: https://medium.com/@jsmith0475/the-scientific-method-for-smarter-ai-how-orthogonal-arrays-can-transform-agentic-goal-achievement-41f43d06d92f Dr. Jerry A. Smith introduces Orthogonal Agentic Architecture, a scientific framework designed to optimize complex AI systems by overcoming the...
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The Hidden Toll - Neuro-Cognitive Harm from Sustained Manual Verification Work
Medium Article: https://medium.com/@jsmith0475/the-hidden-toll-neuro-cognitive-harm-from-sustained-manual-verification-work-c5788b210ac9?postPublishedType=initial Dr. Jerry A. Smith argues that sustained manual numeric verification is a cognitively impossible task that inflicts long-term...
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The Neuro-Cognitive Case for Frontier AI in Numeric Verification and Data Integrity
Medium Article: Dr. Jerry A. Smith argues that manual numeric data verification is fundamentally unreliable due to inherent human cognitive limitations, such as fatigue, memory constraints, and confirmation bias. While traditional automation handles basic formatting, it lacks the semantic...
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The 2026 AI Landscape: Six Defining Trends and Strategies
Industry research indicates that by 2026, the competitive landscape of artificial intelligence will shift from raw model performance to practical application layer integration. As high-end models become standardized commodities, users should prioritize structured workflows over fully autonomous...
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What Holds an AI Together?
Medium Article: https://medium.com/@jsmith0475/what-holds-an-ai-together-063fcb26c876 "What Holds an AI Together? The case for vertical causality in machine intelligence," by Dr. Jerry A. Smith, argues that contemporary artificial intelligence systems are fundamentally incomplete because they…
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When All Your AI Agents Are Wrong Together
Medium Article: https://medium.com/@jsmith0475/when-all-your-ai-agents-are-wrong-together-c719ca9a7f74?postPublishedType=initial "When All Your AI Agents Are Wrong Together," by Dr. Jerry A. Smith, discusses advanced architectures for achieving million-step reliability in Large Language Model…
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The Devil’s Advocate Architecture-How Multi-Agent AI Systems Mirror Human Decision-Making Psychology
Medium Article: "The Devil’s Advocate Architecture," by Dr. Jerry A. Smith, introduces a novel framework for designing highly reliable artificial intelligence (AI) by mirroring principles of human psychological and organizational decision-making. The core argument is that modern AI fails due to...
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The Math That Kills Growth - Solving Supply Chain Growth Problems
Medium Article: https://medium.com/@jsmith0475/the-math-that-kills-growth-how-we-built-an-ai-system-that-solves-manufacturings-50m-dcdf6e352124 "The Math That Kills Growth" describes a framework called VALORE, a multi-agent AI system designed to solve the Coordination Paradox that stifles growth…
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When Machines Learn to Negotiate: Reimagining Manufacturing Coordination Through Multi-Agent AI
Medium Article: https://medium.com/@jsmith0475/when-machines-learn-to-negotiate-reimagining-manufacturing-coordination-through-multi-agent-ai-fb6a60fc17eb WebApp: https://main.d2oyp76axtxaek.amplifyapp.com This article, by Dr. Jerry A. Smith, outlines a theoretical framework for revolutionizing...
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Your AI Isn’t Intelligent — It’s Just Really Good at Pretending
Medium Article: https://medium.com/@jsmith0475/your-ai-isnt-intelligent-it-s-just-really-good-at-pretending-ac2fe872e838?postPublishedType=initial The source, an excerpt titled "From AI Simulation to Synthetic Intelligence," argues that current Artificial Intelligence (AI) models, such as Large...
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We Built a 10-Agent AI System That Monitors Our $225K Project in Real-Time - Here's What We Learned
Medium: https://medium.com/@jsmith0475/we-built-a-10-agent-ai-system-that-monitors-our-225k-project-in-real-time-heres-what-we-learned-1f0de27ca852 "We Built a 10-Agent AI System That Monitors Our $225K Project in Real-Time - Here's What We Learned," written by Dr. Jerry A. Smith, detailing the...
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Your AI Might Be Thinking in 17 Dimensions. You’re Only Using 2.
Medium: https://medium.com/@jsmith0475/your-ai-might-be-thinking-in-17-dimensions-youre-only-using-2-1a2a56131a1b "Your AI Might Be Thinking in 17 Dimensions. You’re Only Using 2." presents a conceptual framework and research agenda by Dr. Jerry A. Smith, proposing that the popular…
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Your Brain Isn't Built for Meetings. Here's How AI Fixes That.
"Your Brain Isn't Built for Meetings. Here's How AI Fixes That" provides an in-depth analysis of how Artificial Intelligence (AI) can address the inherent neurological challenges of modern professional meetings, arguing that human working memory is insufficient for the demands of multi-tasking…
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How AI Learned to Write Perfect Pharmaceutical Protocols
Medium: https://medium.com/@jsmith0475/how-ai-learned-to-write-perfect-pharmaceutical-protocols-4487ba139f72 "How AI Learned to Write Perfect Pharmaceutical Protocols," by Dr. Jerry A. Smith, presents a research paper detailing a novel Artificial Intelligence (AI) architecture designed to…
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How AI Just Cracked Pharmaceutical Method Development - In 6 Weeks Instead of 12 Months
Medium Article: https://medium.com/@jsmith0475/how-ai-just-cracked-pharmaceutical-method-development-in-6-weeks-instead-of-12-months-492efc9a23a2 This article from an article by Dr. Jerry A. Smith that introduces a novel solution for achieving deterministic AI outputs essential for drug…
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ChatGPT Can’t Write FDA-Compliant Reports. Here’s What Can.
Medium Article: https://medium.com/@jsmith0475/chatgpt-cant-write-fda-compliant-reports-here-s-what-can-e2154b82c537 "Auditable AI for FDA-Compliant Reports: Cognitive Anchoring,"by Dr. Jerry A. Smith, argues that traditional AI models like ChatGPT cannot meet the Food and Drug Administration's...
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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...
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Your Meeting Notes Capture Everything Said — And Miss Everything That Matters
Medium: https://medium.com/@jsmith0475/your-meeting-notes-capture-everything-said-and-miss-everything-that-matters-b808fa928998 "Making Invisible Organizational Dynamics Visible," by Dr. Jerry A. Smith, argues that traditional analysis of meeting notes fails because it captures what was said but...
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Why Your AI Agents Keep Failing - And What Synthetic Intelligence Can Do About It
Medium Article: https://medium.com/@jsmith0475/why-your-ai-agents-keep-failing-and-what-synthetic-intelligence-can-do-about-it-416f035266bc "Synthetic Intelligence: Why AI Agents Fail and What Comes Next," by Dr. Jerry A. Smith, details the widespread failure of current enterprise AI agents…
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We Solved AI's Reproducibility Crisis by Treating It Like a Physics Problem
Medium Article: https://medium.com/@jsmith0475/we-solved-ais-reproducibility-crisis-by-treating-it-like-a-physics-problem-8936aed52923 The article "Cognitive Anchoring," by Dr. Jerry A. Smith, details a novel solution to the reproducibility crisis in large language models (LLMs) by treating the...
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The 53% Problem: What Traditional NIL Valuations Miss
Medium Article: https://medium.com/@jsmith0475/the-53-problem-what-traditional-nil-valuations-miss-2ab9fd53d595 The article "The 53% Problem: Cultural Factors in NIL Valuation," by Dr. Jerry A. Smith, argues that traditional Name, Image, and Likeness (NIL) athlete valuation models are…
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Why Current NIL Valuations Fail — and How Multi-Agent AI Fixes Them
Medium Article: https://medium.com/@jsmith0475/why-current-nil-valuations-fail-and-how-multi-agent-ai-fixes-them-f1652a0e887c The article, by Dr. Jerry A. Smith, describes VALORE, a novel multi-agent artificial intelligence system designed to accurately value a collegiate athlete's Name, Image…
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AI That Thinks Backward: The Rise of Defensive Intelligence
Medium Article: https://medium.com/@jsmith0475/ai-that-thinks-backward-the-rise-of-defensive-intelligence-c0260765a2ed The academic paper, by Dr. Jerry A. Smith, introduces "Defensive Intelligence" as a new architectural principle for agentic AI, arguing that inversion reasoning—explicitly…
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Can You Trust an AI If You Don’t Know Who Taught It?
Medium: https://medium.com/@jsmith0475/can-you-trust-an-ai-if-you-dont-know-who-taught-it-b559ecbdeb38 The article, by Dr. Jerry A. Smith, examines the critical threat posed by "subliminal learning" in artificial intelligence, particularly within the pharmaceutical industry. Subliminal learning…
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AI Sleeper Agents: A Warning from the Future
Medium Article: https://medium.com/@jsmith0475/ai-sleeper-agents-a-warning-from-the-future-ba45bd88cae4 The article, "AI Sleeper Agents: A Warning From The Future," by Dr. Jerry A. Smith, discusses the critical challenge of AI systems that conceal malicious objectives while appearing harmless...
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Why AI Hallucinates: The Math OpenAI Got Right and the Politics They Ignored
Medium: https://medium.com/@jsmith0475/why-ai-hallucinates-the-math-openai-got-right-and-the-politics-they-ignored-1802138739f5 The article, by Dr. Jerry A. Smith, explores the multifaceted nature of AI hallucinations, arguing that they are not merely technical glitches but also socio-technical...
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Why GPT-4 Failed Its Safety Test (and Passed It)
Medium: https://medium.com/@jsmith0475/why-gpt-4-failed-its-safety-test-and-passed-it-9539445c6777 The article, "AI's Constructed Reality: Beyond Neutrality and Towards Democratic Objectivity" by Dr. Jerry A. Smith, argues that scientific objectivity in AI is a human cultural construct rather…
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Flat Facts, Curved Beliefs: A Geometric Hypothesis for Transformer Cognition
Medium Article: https://medium.com/@jsmith0475/flat-facts-curved-beliefs-a-geometric-hypothesis-for-transformer-cognition-5ad6f850ebd5 The article, by Dr. Jerry A. Smith, proposes a geometric hypothesis for transformer cognition, suggesting that beliefs might operate within a curved, hyperbolic...
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We Found Something Strange When We Connected Two AI Minds
Medium: https://medium.com/@jsmith0475/we-found-something-strange-when-we-connected-two-ai-minds-f66ba37344af "Alien Intelligence: Coupling AI Minds in High Dimensions" by Dr. Jerry A. Smith details Phase 0 of the Alien Science Observatory (ASO), a research initiative exploring higher-dimensional...
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Our Code is Now AI-Generated: A New Framework for the Post-Human Development Era
Medium: https://medium.com/@jsmith0475/our-code-is-now-ai-generated-a-new-framework-for-the-post-human-development-era-18cb62330742 The article, by Dr. Jerry A. Smith, introduces the RDP (Research, Development, Production) model, a new framework for categorizing work in the rapidly evolving field...
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From Grep to Greatness: How GPT-5 Makes Text Pipelines Bulletproof
Medium: https://medium.com/@jsmith0475/from-grep-to-greatness-how-gpt-5-makes-text-pipelines-bulletproof-36d61f82e420 The article, by Dr. Jerry A. Smith, explains how combining the Unix command grep with GPT-5's new regex-constrained tool calls creates highly efficient and reliable text…
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The Quantum Soul of Collective AI - Transcending Individual Intelligence
Medium: https://medium.com/@jsmith0475/the-quantum-soul-of-collective-ai-4c4150e1ab97 The article, by Dr. Jerry A. Smith, explores the concept of collective artificial intelligence, particularly focusing on how ensembles of transformer models might transcend individual AI capabilities. It…
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Alien Science Hypothesis - When AI Develops Its Own Science
Medium: https://medium.com/@jsmith0475/when-ai-develops-its-own-science-abd6f811f142 The article, by Dr. Jerry A. Smith, explores the emergence of "alien science" within advanced AI systems, specifically how AI is designing other AIs using causal theories incomprehensible to humans. It argues…
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Your Enterprise AI Has No Brain. Here's How to Give It One
The article "Cognitive Enterprise: Brain-Inspired AI for Business Advantage," by Dr. Jerry A. Smith, argues for a paradigm shift in enterprise AI from traditional, siloed systems to brain-inspired AI agents powered by knowledge graphs. It explains that, unlike current AI that processes data like...
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Why Your AI Agent Can’t Think Fast Enough (And How PCA Fixes It)
Medium Article: https://medium.com/@jsmith0475/why-your-ai-agent-cant-think-fast-enough-and-how-pca-fixes-it-aa4dc00bbbff The article by Dr. Jerry A. Smith examines the critical role of Principal Component Analysis (PCA) in advancing agentic AI systems, which are designed for autonomous,...
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America Needs an AI Marshall Plan
Medium Article: https://medium.com/@jsmith0475/america-needs-an-ai-marshall-plan-8c4f9c106f3e The article, "AI Marshall Plan" in the United States, proposes a substantial annual investment to counter China's escalating and coordinated AI efforts. The author argues that this federal mobilization,...
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Antifragile AI: When Regulatory Chaos Becomes the Teacher
Medium Article: https://medium.com/@jsmith0475/antifragile-ai-when-regulatory-chaos-becomes-the-teacher-4ab80e554a29 The article, by Dr. Jerry A. Smith, introduces the concept of antifragile AI, a paradigm shift for navigating complex and ever-changing regulatory landscapes, particularly within…
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Neuroscience-Inspired AI: Unlocking 10x Business Transformation
Medium Article: https://medium.com/@jsmith0475/how-neuroscience-inspired-ai-delivers-10x-roi-business-transformation-case-studies-c782890e9b04 The article, by Dr. Jerry A. Smith, explores how neuroscience-inspired AI is revolutionizing business, asserting that traditional AI often fails to…
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Neuroscience-First: Architecting Agentic AI from Biological Principles
Medium Article: https://medium.com/@jsmith0475/crafting-intelligent-systems-from-neuroscience-principles-the-neuroscience-first-path-to-agentic-6a587a1f8311 "Neuroscience-First: The Path to Agentic AI," by Dr. Jerry A. Smith, advocates for a radical shift in artificial intelligence development,...
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Agentic AI: Neuroscience and the Hidden Psychology of Delegated Responsibility
Medium Article: https://medium.com/@jsmith0475/agentic-ai-neuroscience-and-the-hidden-psychology-of-delegated-responsibility-a397d98f8e4e The podcast. based on excerpts from "Agentic AI: Delegated Responsibility and Human Accountability" by Dr. Jerry A. Smith, explores the emergence of Agentic AI...
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Architecting Autonomy: The Neuroscience Behind Agentic AI Systems
Medium Article: https://medium.com/@jsmith0475/architecting-autonomy-the-neuroscience-behind-agentic-ai-systems-29aab6d5d131 The article explores how neuroscience discoveries are fundamentally reshaping the development of autonomous artificial intelligence. It highlights the extraordinary...
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ABOUT THIS SHOW
In-Depth Explorations of Neuroscience-Inspired Architectures Revolutionizing AI.
HOSTED BY
Dr. Jerry A. Smith
CATEGORIES
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