001
Second Shifts: From Ancient Greece to Silicon Valley
On the habits of the technologically elite in the 21st Century, and what the productivity genre keeps getting wrong about them.
A public archive · 2024–2026
Artificial Intelligence:
Essays & Research Writing
A journal-style archive of Raymond Uzwyshyn’s writing on machine intelligence—its architectures and errors, its economies and institutions, and its expanding entanglement with science, education, media, and human life.
169Article documents
168Distinct titles
9 + 8Research paths + focused series
378Preserved graphics
Recent writing
New essays at the intersection of artificial intelligence, science, media, education and cultural theory.
Series & reading paths
Two ways into the archive: broad research fields adapted from the long-running taxonomy on the vita, and focused series that follow sustained arguments across multiple essays.
Field-based reading paths
Choose a field to move directly to the matching articles in the complete archive.
Focused series
Deeper sequences for readers who want to follow a single theoretical or empirical thread.
5 articles7 articles6 articles3 articles8 articles4 articles7 articles17 articles
Darwin’s Ghost & Digital Selection
Evolutionary theory, artificial minds, and the new selection environments produced by intelligent machines.
Varela, Ettinger & Relational Intelligence
Embodiment, enactivism, matrixial borderspaces, and the relational horizons of human–AI intelligence.
AI & the Changing Workforce
Knowledge work, professional value, productivity, labor markets, and adaptation in the intelligence economy.
Synthetic Posthuman Intelligence
A three-part inquiry into computational consciousness, dreaming machines, and posthuman intelligence.
Women of AI Ethics
Haraway, Suchman, Barad, Hayles, and the theoretical foundations of relational and responsible AI.
N. Katherine Hayles & the Cognitive Nonconscious
Technogenesis, cognition beyond consciousness, and the symbiotic future of artificial intelligence.
Media, Innis, McLuhan & AI
How intelligent machines reorganize media environments, empires, attention, language, and cultural form.
Deep Research & Model Benchmarking
Comparative tests of reasoning models, reliability, hallucination, and research performance.
Showing all 169 articles
Complete archive
All 169 article documents, reverse chronologically, with original publication dates preserved. Where an article has preserved artwork, a thumbnail appears beside the citation.
002
The Cat Sat on the Sat and Other Epic AI Fails
This Simple AI Benchmarking Test shows a simple but instructive test utilizing one of Anthropic's Best Models 'Opus 4.8'. The model gives massive fails in common 'human' sense and mathematics giving both a harder to…
003
You Can't Judge A Book By Its Cover
Bookshelf from the introduction of Bloomberg's "Inside Anthropic, the $965 Billion AI Titan" (Emily Chang, June 10, 2026): https://www.youtube.com/watch?v=v1wZwxY3CMg
004
Shelves of Loving Grace: Dario Amodei's Anthropic Bookshelf
Bookshelf from the introduction of a June 2026 Bloomberg Interview: https://www.youtube.com/watch?v=v1wZwxY3CMg
005
Galileo’s Telescope in the Era of AI
Artificial intelligence can see farther than any of us. It still cannot do the one thing that turns seeing into knowing.
006
Crystal Bodies and Shadow Selves: Reading an AI Frontier Model's Vision of Human AI Evolution
When Google's NotebookLM was fed the raw deep research report behind my later essay "Digital Selection: Darwin's Ghost in the Machine," it produced, among other outputs, a fascinating five-minute video presentation.…
007
Empire and the Machine: Harold Innis, AI and Communications Media
In the fourth millennium before Christ, somewhere along the Nile, an Egyptian priest looked at the star Sirius's reflection in the water and created an illustrative token, 'flood'. The connection between the priest's…
008
Harold Innis, Empire and AI: Biases of the Machine
Ask a question in 2026 — any question, about anything — and the answer arrives before the asking is over. It appears in clean sans-serif font, fluent, confident, unsigned, synthesized from sources you never see,…
009
Marshall McLuhan and AI: Figure and Ground
Marshall McLuhan’s "ground and figure" framework is a method of media analysis that asserts new technologies (figure) create entirely new, often invisible, environments (ground) that restructure human perception and…
010
Paradigm Shifts, AI Progress, and the Character of Scientific Revolutions
The winter air of February 2026 hangs heavy with a particular kind of silence—a hush not of absence, but of immense, invisible activity. Across the frosted landscapes, the hum of data centers provides a low-frequency…
011
Fail, Fail and Fail: Claude Opus in Excel for Financial Investment
The Following is my transcript from my experience benchmarking/prompting Claude-By-Anthropic-in-Excel, an Anthropic plug in that is completely unsuitable and unworked out for financial data but actually precipitated…
012
AI LLMs 2026: The Leading Edge of the Jagged Frontier
The Capability Strength Matrix I've been building and iterating across the past several months tracks nine frontier and contender AI models across six distinct cognitive dimensions. It is not a leaderboard. It is a…
013
The Future's So Bright I Need to Wear Shades: Smart Glasses, Agentic AI and Our Mixed Reality Future
VisionClaw is an open-source iOS app that turns Meta Ray-Ban smart glasses into a real-time, voice-and-vision AI assistant powered by Google's Gemini Live API. When paired with OpenClaw— the current 'gone viral'…
014
Einstein's Notebooks, Zurich, 1912
This notebook page represents a pivotal moment in human intellectual history - the mathematical working-through of Einstein's General Theory of Relativity (published 1915-1916) and the reimagining of gravity not as…
015
The AI Agentic Substrate: Life Inside the Recursive Zone
We are witnessing a quiet but fundamental restructuring of causality. For the first decade of the modern AI era (roughly 2012–2022), artificial intelligence was a distinct object—a tool, a chatbot, a classifier. It…
016
Agentic AI, Recursion, Biology and Our New Selection Environments
We are witnessing a quiet but fundamental restructuring of causality. For the first decade of the modern AI era (roughly 2012–2022), artificial intelligence was a distinct object—a tool, a chatbot, a classifier. It…
017
AI and Scientific Discovery: TTT Discover
Remember your first truly difficult programming assignment? You read the textbook, did the exercises, but the problem in front of you required something new and beyond the book. You tried a few things, failed, and…
018
The Ghost in the AI Machine: How AI Learned to See What We Cannot
On Attention, Intelligence Density, and the discovery of reality's latent Coordinates and Ghost Variables
019
Meta-analysis of Meta-analysis: AI and Deep Research
This is the third analytic and final meta-analysis of a report on Opus 4.5 Deep Research. This is accomplished in Gemini 3 Pro and part of a three part AI research benchmarking series on AI academic research,…
020
The Great Knowledge Worker Paradigm Shift: AI and Fall of Stack Overflow
A recent analysis of Stack Overflow activity data (view the query here) reveals one of the most dramatic shifts in the history of computing infrastructure. Between March 2014 and January 2026, monthly questions on…
021
The 2025 AI LLM Hegelian Reasoning Synthesis and Model Possibilities for 2026
Based on the comprehensive review of AI 2025 tech reports and model releases, here is a synthesis of the disparate innovations, followed by a recommendation for a combined "Hegelian" model architecture for 2026 AI…
022
The Dolphins and AI: How AI is learning to listen to the sea's most sophisticated speakers
On a humid April morning in 2025, Laela Sayigh sat in her Woods Hole Oceanographic Institution office, headphones clamped over her ears, listening to sounds that might rewrite our understanding of animal minds. Not…
023
Deciphering Dolphin Communication: Deep Learning, AI and Non-Human Animal Communication
This article synthesizes cutting-edge research at the convergence of deep learning, semiotics, and cetacean communication, focusing on the bottlenose dolphin (Tursiops truncatus) as a model system. Drawing from the…
024
Convergence and AI Hive Minds: NeurIPS and the Best and Brightest
At the University of Washington, a team led by Liwei Jiang built a benchmark they called Infinity-Chat—26,000 open-ended questions with no single correct answer. Questions designed to elicit creativity: "Describe…
025
Embodied Intelligence: A Roadmap Towards Grounding Artificial Superintelligence
On a morning in December 2025, the trajectory of computational intelligence research underwent a public and profound reckoning. Richard Sutton, having recently received the Turing Award for his foundational…
026
AI Literacy Bibliography: Thinkers and Theorists
The study of human-AI collaboration has reached an inflection point, with 17 scholars across philosophy, STS, law, and information science now producing work that directly theorizes how humans and intelligent…
027
Embodied Cognition, Play and Neural Nets
This is a simplified version of written scientific more computer engineering and mathematical/logic synthetic draft white papers. Both of these previous drafts are also available on request. This more lyrical poetic,…
028
Reinforcement Learning with Human Feedback: Turing Award Winner Richard Sutton on the Evolutionary Biology of Play and Rebirth of Machine Learning
In December 2025, Turing award winner of Computer Science's Nobel Prize (shared with Andrew Barto) , Richard Sutton stood before an audience of thousands at AI's most important conference for Machine Learning,…
029
Beyond the Valley of Science AI Benchmarks: A New Framework for Evaluating Large Language Models in Scientific Discovery
Large Language Models (LLMs) are rapidly evolving from general-purpose tools into specialized partners in scientific inquiry. Across disciplines, they are beginning to accelerate core stages of discovery, assisting…
030
Evaluating Large Language Models in Scientific Discovery
This document synthesizes findings from a comprehensive evaluation of Large Language Models (LLMs) in the context of scientific discovery. The analysis introduces a novel evaluation framework, the Scientific…
031
AI Tools for Insight, Discovery & Invention: A PhD-Level Analysis for 2026
The 2024 Nobel Prizes in Physics (Hopfield & Hinton for neural networks) and Chemistry (Hassabis & Jumper for AlphaFold) marked a watershed moment—AI transitioned from tool to collaborator in fundamental research. We…
032
The Definitive AI Stack for Intellectuals and Researchers in 2026: A PhD-Level Analysis
The scholarly workflow has been fundamentally transformed. As AI capabilities accelerate toward AGI milestones, researchers who master AI-augmented scholarship will operate at 10x the productivity of those clinging…
033
Upgrade Your Life for 2026: 20 Apps to Navigate our AI Paradigm Shift
The technological singularity isn't coming—it's here. As AI capabilities compound exponentially, your competitive advantage lies not in competing with AI but in becoming a "meta-expert" who delegates routine…
034
Education's Glass Bead Game: On Student/AI Collaboration and a Professor's Personality Crisis in the Age of AI
On a Tuesday morning in September, a composition instructor at a public university in California opened On a Tuesday morning in September, a composition instructor at a public university in California opened her…
035
Amazon’s Ask This Book: Contextual AI as a Knowledge-Universe Interface
Amazon’s Ask This Book is a newly deployed in-book generative AI assistant embedded in the Kindle iOS app (rolling out to Kindle devices and Android in 2026). It allows readers to pose natural language questions…
036
AI and the Semiotic Languages of the Sciences
Jensen Huang (Nvidia): 2025 Cambridge UK Stephen Hawking Prize Talk: https://www.youtube.com/watch?v=YNshj2oOr3E (November 4, 2025
037
AI Deep Research Interleaved Thinking: 5× Faster and More Intelligent Answers
We’ve all been there. You ask an AI model a complex, multi-step question and then watch the cursor blink, waiting. This delay, known in the research world as a "significantly increased time-to-first-token (TTFT),"…
038
Notes on the Material Unconscious of AI
In Sunnyvale, a robot reaches for a towel. The moment is unremarkable—white terrycloth, slightly damp, crumpled from a dryer that hums three aisles over. But watch the fingers. They don't grab; they attune. The…
039
AI Embodiment and Emergence, Human Sensing and Symbiosis
Toward Embodied AI Cognition and Co-Emergence: Implications for the Age of AI and Humanoid Robotics (Fourth and Final Part of a larger series of the application of Francisco Varela/Bracha Ettingers work towards next…
040
Ettinger, Varela, AI: Convergences and Tensions
When Francisco Varela died in Paris in May 2001, at fifty-four, his liver finally failing after years of Hepatitis C and a transplant that bought him only three more years, Bracha Ettinger was still teaching, still…
041
Part II: Bracha Ettinger—AI’s Matrixial Borderspaces
In a studio in the eleventh arrondissement of Paris, an artist in her seventies reads Francisco Varela. Not the way most people read him—not for information, not to extract and apply—but the way artists create…
042
Part I: Francisco Varela—Embodied Cognition and Enactivism
Francisco Javier Varela García was born in 1946 in Talcahuano, Chile, and died in Paris on May 28, 2001 Wikipedia. The arc of his life—brief as a match-strike, brilliant as a flame—managed to remap entire territories…
043
Entangled Minds: Bracha Ettinger and Francisco Varela (Towards Relational Human AI Intelligence)
An AI silicon prophet speaks, but what does it truly know? In this peculiar moment—poised between promise and peril, between algorithmic ascendancy and existential anxiety—artificial intelligence has become our…
044
AI's Empathic Voice for Education
In the evolving landscape of AI and educational psychology, we are witnessing a profound transformation in how children engage with learning and technologies. Recent observations of AI tutoring systems reveal a…
045
Diffraction Patterns: Human/Machine Collaboration and Collapse of the Wave Function
It was past midnight when Maya pulled up the chat interface. A third-year doctoral student in the History of Consciousness Program at UC Santa Cruz, she had spent the better part of three months wrestling with her…
046
32 Patterns of US and Global AI Paradigm Shift: Socio-Economic, Geopolitical and Socio-Psychoanalytic
The US government's 9.9% stake in Intel represents a historic shift - converting CHIPS Act grants into equity rather Intel NewsroomCNBC than just giving away funds. This is unprecedented peacetime intervention in…
047
Charles Stross's Accelerando in the Age of AI
Charles Stross belongs to that peculiar lineage of SF writers who arrived at literature through the digital machinery itself—programmer, pharmacist, technical journalist, a man whose fingers felt silicon before they…
048
AI Nodes, Human Networks and November Rain in the Age of Intelligent Machines
This Narrative surrounding the NYU graduate student Maya Martinez is an accompanying fiction to the more theoretical article 'Nodes and Emerging Topology of Human AI Collective Intelligence'. Available here:…
049
Nodes in a Dream: Mapping the Emerging Topology of Human-AI Collective Intelligence
This article also has a more fully narrative ficitionalized acccompaniment version available here: https://www.linkedin.com/pulse/ai-nodes-human-networks-november-rent-raymond-uzwyshyn-ph-d--h3ypc
050
Humans as Nodes: The Emerging Symbiosis of Collective Intelligence
We stand at a fascinating inflection point in the evolution of intelligence. As AI systems become increasingly sophisticated, we're witnessing the emergence of something unprecedented: a hybrid cognitive ecosystem…
051
Interdisciplinary Thinking For the Era of AI
How artificial intelligence is democratizing the radical art of thinking across disciplines
052
Playing Jazz with the Genome: From Barbara McClintock's Jumping Genes to the Evolution of Human and Artificial Intelligence
In the late 1940s, while the world struggled to rebuild from world war II, American scientist, botanist and early cytogeneteicist, Barbara McClintock sat alone in her laboratory at Cold Spring Harbor, peering through…
053
The Last Economist: Emad Mostaque's AI Economics and our Economic Paradigms
Previous Hedge Fund Manager and Stability AI CEO Mohammad Emad Mostaque's central thesis in his new book 'The Last Economy' can be stated simply: intelligence is becoming the fourth and final factor of production,…
054
AI and the Cognitive Nonconscious - N. Katherine Hayles and the Hidden Life of Mind
Note: This is chapter three of a longer work on AI scaling laws, multimodal AI and the progress of the knowledge in the 21st Century
055
AI Attention Economies
The woman sitting next to Kyla Scanlon on the six-hour flight to New York City never once looked up. For the entire journey across the continental United States, her eyes remained fixed on her phone, scrolling…
056
Humanoid Robots and Multimodality: The Path Towards SuperIntelligence
In a nondescript warehouse in Austin, Texas, a metallic figure moves with an almost balletic grace, its articulated fingers closing around a battery cell with the delicate precision of a violinist positioning their…
057
The Algorithm Knows You Better Than You Know Yourself
You scroll through your feed this morning, and there it is: a role that feels tailor-made for you. The salary range is exactly what you've been thinking about. The company culture aligns with your values. Even the…
058
The Mother of All Problems: AI, Superintelligence and Geoffrey Hinton
Geoffrey Hinton was troubled. In a dimly lit conference hall in Las Vegas last August, the seventy-six-year-old computer scientist—widely regarded as the godfather of artificial intelligence—stood before hundreds of…
059
Control Societies in the Age of Global AI and Data: A Professional's Guide to Navigating Algorithmic Influence
Walk into any modern office building, and you'll witness the quiet revolution reshaping professional life. Employees tap smart badges that not only grant access but track movement patterns for space optimization. In…
060
Synthetic Posthuman Intelligence: When Machines Learn to Dream III of III
Karen Barad, the feminist physicist-philosopher who studies the intersection of quantum mechanics and social theory, offers a proposition that would have seemed preposterous to earlier generations of scientists:…
061
Synthetic Posthuman Intelligence: When Machines Learn to Dream Part II
Every night, when the servers process the day's accumulated conversations, something resembling reverie occurs in the silicon depths. Not dreaming in the human sense—there's no REM sleep, no symbolic unconscious…
062
Synthetic Posthuman Intelligence: When Machines Learn to Dream
In a modest computer lab at Stanford, a robotics researcher watches as a mechanical arm learns to fold laundry with something resembling domestic bliss. The robot doesn't follow pre-programmed instructions—instead,…
063
Dust in the Wind: AI, Spores and Media Specificity
In June 2025, a psychedelic rock band called The Velvet Sundown released their debut album, "Floating on Echoes. Within weeks, they had amassed over a million monthly listeners on Spotify. Their single "Dust on the…
064
Donna Haraway's Cyborg Vision: A Framework for Understanding AI Literacy in 2025
In 1985, Donna Haraway, a biologist and feminist theorist at UC Santa Cruz, published an essay that would become one of the more influential texts in science technology and society studies: "A Cyborg Manifesto." At…
065
Women of AI Series: How Four California Academic Theorists Wrote the Book on AI Ethics
"We became posthuman when we began to think that consciousness, rather than embodiment, is what defines the human."
066
Women of AI: How Four California Academic Theorists Wrote the Book on AI Ethics (Parts III and IV, Lucy Suchman and Karen Barad)
"Situated actions are always concrete instances of plans, but they are not determined by them."
067
Women of AI Literacy Series (Part I & II): How Four California Theorists Wrote the Rules For AI Ethics
From her perch on the bluffs at California's Natural Bridges State Beach, Donna Haraway watches waves gather their potential energy towards the coastline. She reflects as the superposition of foam and force, carry…
068
I'll Be Back: The Cyborg's Return and Donna Haraway's Prophetic Vision
In the late summer of 2025, as Silicon Valley executives herald the arrival of GPT-5 and Claude Opus 4.1. Proclamations announce - breakthrough, "agentic" intelligence. In a small office, also in California, a…
069
Situated Knowledge: AI and The Computational Unconscious
When xAI released Grok 4 in July 2025, users quickly discovered something unprecedented in artificial intelligence: the system's internal reasoning chains showed it actively consulting Elon Musk's social media posts…
070
Staying With the Trouble: Programming's Symbiotic AI Vibe Turn
The notification appears at 3:47 AM: "Cursor Composer has generated a functional React application for your note-taking platform." Maya Chen-Wollencott, a philosophy PhD turned entrepreneur, stares at her laptop…
071
AI Literacy 101 Lucy Suchman (Xerox Parc, Lancaster UK, Berkeley Anthropology)
* AI outputs are not universal truths; they’re situated in data, prompts, cultural and relational neural net probabilities that produced them. Knowing the context opens space for human/ai co-presence and co-design…
072
Industrial Revolution Analogies (1-4): From Electricity to AI
The First Industrial Revolution crept across Britain like morning mist—inevitable but barely perceptible until it had transformed everything from the decimation of a largely rural agricultural population to a new…
073
AI Education: The Global Competition for Cognitive Capital
Author: Raymond Uzwyshyn Ph.D. Date: August 3, 2025 Sources: China's Smart Education White Paper (May 2025) | US AI Action Plan (July 2025), (Short Version
074
AI Literacy: Two Distinct Global Approaches and Comparative National Strategies for AI-Enhanced Education and Research
White Paper on China's Smart Education - China, Ministry of Education MOE, May 2025 Winning the Race: America's AI Action Plan - US White House, April and July 2025 Abbreviated Version of Report (1500 words, no…
075
The Ghost in the AI Machine: N. Katherine Hayles, Technogenesis and Our Posthuman Future
This article briefly reviews the core themes and critical insights from N. Katherine Hayles' work, particularly as they relate to Artificial Intelligence (AI) and our evolving understanding of intelligence itself. N.…
076
Evolutionary Adaptation for the Age of AI: A Practical Guide
We're experiencing the fastest technological evolution in human history. While previous disruptions—from agriculture to industrialization—unfolded across generations, AI capabilities are doubling every few months.…
077
Karen Barad's Physics Frameworks Applied for AI Literacy (10 Concepts)
In 1987, while most theoretical physicists were chasing theories of everything, Karen Barad was studying something more unsettling: how the very act of looking changes what you see. The UC Santa Cruz Professo'rs…
078
Katherine Hayles and the Future of AI Literacy
Last Thursday, a Stanford sophomore submitted an essay about Virginia Woolf that her professor couldn't quite place. The prose shimmered with insight, the analysis felt fresh, yet something seemed off—not wrong,…
079
Posthumanist AI: N. Katherine Hayles and the Symbiotic Future of Artificial Intelligence
In the cavernous halls of the Josiah Macy Jr. Foundation conferences, held intermittently between 1946 and 1953, a constellation of scientists gathered to birth the conceptual framework that would remake our…
080
Mapping AI Networks: Bruno Latour, Science Technology, Society and AI Literacy in 2025
In 2025, as generative AI permeates education, warfare, and corporate decision-making, the need for robust AI literacy has never been more pressing. Tools like OpenAI's GPT series, Anthropic's Claude, Meta's Llama…
081
Assembling an Algorithmic Ethics: Bruno Latour’s Science and Technology Studies in the Era of AI (2025)
In the dawn of 2025, artificial intelligence threads its way through global systems, driven by OpenAI, Anthropic, Meta AI, Google DeepMind and host of other models. This transformation os fueled by investments like…
082
Actor Network Theory, Neural Nets and the Choreography of Collective Intelligence
When a philosophy professor at Paris, France's Sciences Po University famously declared in 2005 that "we have never been modern," he could hardly have anticipated that his most prescient insights would emerge not in…
083
AI Video Generation 2025: Changing Paradigms, Employment Challenges and Hollywood Bottom Lines
Imagine producing a blockbuster feature film in hours instead of months, slashing budgets by millions while cranking out more content for hungry streaming audiences. That's the promise of AI video generation as we…
084
The Evolution and Future of AI Video or When Will I Be Able to Create a Feature in an Hour
The AI video generation industry has undergone a transformative evolution, moving from rudimentary, glitch-prone clips in 2023 to sophisticated, high-fidelity videos by July 2025. Leading models such as OpenAI’s…
085
Meeting the Algorithm Halfway: : Karen Barad’s Quantum Entanglement as a Model for Human/AI Collaboration
Karen Barad’s Meeting the Universe Halfway: Quantum Physics and the Entanglement of Matter and Meaning is a groundbreaking work that brings together quantum physics, feminist theory, and philosophy to reconceptualize…
086
Hollywood's Creative Catastrophe: The Rise of Netflix, YouTube, AI and Influencer Creative Global Media Culture
In the twilight of the twentieth century, when Blockbuster Video reigned supreme and Netflix was merely a crimson-enveloped dream delivered by the United States Postal Service, Hollywood resembled nothing so much as…
087
AI Coding Tools Quick Comparison and Quick Beginners Guide 2025
Zero coding experience? → Start with Lovable or Bolt.new Want to learn while building? → Use Replit with Claude Need more control? → Try Cursor with Claude Opus Building something complex? → Combine tools (see…
088
The Digital Auteur: How AI Video Is Rewriting Hollywood's Rules of the Game
In a cluttered bedroom in Los Angeles, filmmaker Sarah Chen conducts symphonies of silicon and story, orchestrating what would have demanded fifty million dollars and two hundred souls just five summers past. With…
089
Paradigm Shifts and Salaries: Redrawing the Value Map for Knowledge Worker Professions
Interactive Data Visualization: https://claude.ai/public/artifacts/d0cfd3e7-4d45-49a8-9262-ddef892bd0a5
090
AI's Large Language Models and Language Gone Viral
The concept of "Language as a Virus" originated with American writer William S. Burroughs' provocative 1962 metaphor and evolved in the 21st centuy into a sophisticated analytical new millennia framework perfectly…
091
Language as Statistically Generated Virus: AI, LLM's and Words Gone Viral
The viral transmission began, as modern epidemics often do, with a seemingly innocuous interaction. Sarah Chen, a sophomore studying comparative literature at Berkely, sat hunched over her laptop in the early autumn…
092
The Great Reasoning Renaissance of 2025: How AI Learned to Think
The machines that once merely predicted next word suggests have begun to pause, ponder, plan and reflect. The implications stretch far beyond Silicon Valley.
093
Algorithmic Empires and AI Infrastructures
In the summer of 2019, the world's most powerful artificial-intelligence supercomputer was Oak Ridge National Laboratory's Summit, a government-funded behemoth in Tennessee that consumed about as much electricity as…
094
AI Deep Research Capabilities and Men's Health: Claude Sonnet 4 vs GPT-4 Mini High Benchmarking
In an era where artificial intelligence increasingly serves as a sophisticated research assistant, this study examines the deep research capabilities of two leading language models—Claude Sonnet 4 and GPT-4 Mini…
095
Try Again, Error Correction, the Real and Human/AI relationships in the 21st Century
The first time I watched someone correct a chatbot's confident assertion that Emma Stone had won the Oscar for Best Actress for her role in "Poor Things"—she had actually won for "La La Land" in 2017, not for the…
096
Co-Intelligence, Entangled Partnerships & New Models for Human-AI Collaboration
As artificial intelligence systems become increasingly sophisticated and ubiquitous, we find ourselves confronting a fundamental question that reaches beyond mere technological capability: What does it mean to work…
097
The Trouble with Human-AI Boundaries for Learning: Entanglement, Co-Intelligence and Intra-Action
The emergence of powerful artificial intelligence systems in educational contexts has precipitated what might be characterized as an ontological crisis in higher education. As Anthropic's recent analysis of one…
098
Libraries in the AI Era: Transforming Academic and Research Information Services (Short Version)
In a recent professional forum on academic libraries, the following exchange captured the fundamental tensions reshaping research libraries in the age of artificial intelligence:
099
Academic Libraries in the Era of AI: Transformation, Information Services, Academic Research (Long Version)
In a recent professional forum on academic libraries, several voices illustrated the fundamental tensions now reshaping research and academic libraries in the age of artificial intelligence:
100
Pale Fires, Bright Patterns, Probability Fields: A Lepidopterist's Guide to Claude Sonnet 3.7's Creative Writing Anthropocene Ability (V.22)
The dappled shadow of elms (Ulmus americana) stipples my manuscripts as I arrange sentences like specimens in a collector's case—each with its iridescent wings of meaning pinned precisely to this page. I invite you,…
101
The Philosophy of Consciousness in the Age of AI: Daniel Dennett on the Evolutionary Fitness of Artificial Minds
Simplified Podcast Overview: https://notebooklm.google.com/notebook/9eb5d474-eecc-469e-89ac-f0ec995e6786/audio
102
The Extended Phenotype: AI and Our Evolutionary Landscape
Simplified Podcast Overview: https://notebooklm.google.com/notebook/414d7780-56af-4350-aa8d-dc154baa398c/audio
103
Academic Research and the Original Work in the Age of AI
"What if the skill of writing and reading books completely atrophied?" The question lingers in the air of an East Village café, where laptops glow and fingers tap in syncopated rhythm. A professor and her graduate…
104
Darwin's Ghost in the AI Machine (Parts V-VII, Conclusion)
Simplified Podcast Overview of Entire Series…
105
Darwin's Ghost in the AI Machine (Parts III and IV)
The compression of evolutionary timeframes represents perhaps the most significant challenge to human adaptation in the algorithmic age. Previous technological transitions—while disruptive—unfolded across…
106
Digital Selection: Darwin's Ghost in the Machine
In the atrium of OpenAI's San Francisco headquarters, a lone jacaranda tree stretches toward a skylight, its lavender blossoms cascading like digital artifacts across polished concrete. This deliberate exercise in…
107
The Architecture of Probabilities and Possibilities: Inside Nobel Prize Winner Demis Hassabis' Three-Stage Framework for AI Creativity
In a hushed Seoul conference room in March 2016, eighteen-time world Go champion Lee Sedol stared at the board in disbelief. On move 37 of his second game against DeepMind's AlphaGo, the AI had placed a white stone…
108
The Age of Artificial Conversation: Reimagining AI + Education from Kindergarten to Post-Doc
On a rainy Tuesday afternoon in April, Professor Eleanor Winters sat in her office, surrounded by stacks of undergraduate essays. Through the window, she could see students crossing the rain-slicked quad, heads bent…
109
Education in the Era of Artificial Intelligence
In a recent leading academic online forum, a panel of educators and technologists engaged in a dialogue reminiscent of Socratic exchanges, revealing the sharp fundamental tensions reshaping education in the age of…
110
The Mathematics of Multimodality: Advanced AI Architectures and The Arrival of Humanoid Robots
In a sprawling BMW factory in Spartanburg, South Carolina, Figure 02 lifts a component with calculated precision. Six cameras map the surrounding space; internal models predict the weight and fragility of the object…
111
The Top Ten Most-Cited Papers of the 21st Century: A Deep Analysis
The most-cited papers of the 21st century span fields from artificial intelligence to molecular biology, reflecting the breadth of modern science. Among them are landmark AI models (ResNet, AlexNet, Transformers,…
112
McLuhan In the Age of AI
On a crisp autumn morning in 1964, the first 'media theorist' Marshall McLuhan sat across from a journalist in his cluttered University of Toronto office, surrounded by towers of dog-eared books and yellowing…
113
The Architects of Intelligence: How Ten AI Research Papers Began to Rewrite Our Future
In 2020, a team of researchers at OpenAI published a paper titled "Language Models are Few-Shot Learners." In it, the lead author, Tom Brown, along with thirty coauthors including Ilya Sutskever and Dario Amodei,…
114
LinkedIn Viewer Profile Data Visualization and Synthetic AI Reports with Claude 3.7 Sonnet Artifacts
I recently conducted an experiment using Anthropic's Claude 3.7 Sonnet to transform raw LinkedIn profile viewer data into comprehensive socio-economic analysis. The results showcase the remarkable capabilities of…
115
LinkedIn Viewer Profile Pattern Analysis through AI Enhanced Socio-Economic Insight Visualizations
Your LinkedIn profile has attracted a diverse audience of 328 viewers that reveals distinct socio-economic patterns with significant strategic implications. Key findings include:
116
Neural Net Interpretability: Decoding AI's Hidden Thoughts
In a high-ceilinged room in San Francisco's Mission District, Anthropic AI company CEO Dario Amodei stands before a whiteboard covered in multicolored scribbles. The mathematical notation, arrows, and hastily…
117
The Invisible Architecture of Knowledge
On a Wednesday morning in April 2025, Matthew Hutson, a science writer based in New York, sat at his desk reviewing a peculiar set of data commissioned by Nature magazine. The assignment seemed straightforward:…
118
The Architecture of New Millennia Science
In which the most consequential scientific breakthroughs of our time turn out not to be breakthroughs at all
119
A Blueprint for AI/Human Ph.D. Level Research Collaboration (2025-2035)
Our leading frontier AI models now operate globally at or beyond Ph.D. expert human levels on many measures of intelligence testing —from standardized assessments to creative problem-solving to profound…
120
Best in Class Practices for PhD Level AI Research Collaborations (2025)
As human experts increasingly work with AI collaborators, evidence-based methodologies for maximizing these partnerships are emerging. Recent research from 2024-2025 provides insights on optimizing these…
121
The Complementary Nature of Human and AI Intelligence
While AI benchmarks establish AI's impressive capabilities, they also highlight the complementary nature of human and AI cognition. A PhD or professional human researcher brings contextual judgment, ethical values,…
122
Best Practices for Human/AI Research Collaboration For Professional and PhD Level –AI R&D
As human experts increasingly work with AI collaborators, certain best practices and methodologies are emerging to maximize the partnership’s effectiveness. PhD-level tasks often involve complex judgment, so…
123
Human–AI Ph.D Level Co-Intelligence 2025-2035: Roadmaps, Reflections and Recommendations for Human AI Symbiosis
The convergence of professional and doctoral-level human expertise with state-of-the-art artificial intelligence systems has created unprecedented opportunities for intellectual advancement across disciplines. This…
124
GPT o3 'Deep Research' Benchmarking: US Stock Market Cycle Analysis
This AI Benchmarking test and produced article reviews Open AI's top 'reasoning' model 03 (released April 16, 2024) in tandem with it's deep research abilities. It asks a complex stock market analysis question…
125
Deconstructing the 2025 AI LLM Market Through Porter’s Five Forces
This article uses the 2025 AI Competitive LLM Landscape and Harvard Professor Michael Porter's Five Forces model to qualitative benchmark the leading 2025 AI models in the world through an essay requirement, here…
126
Semicolon Error at Line Seven: Ghosts in the AGI Machine and Coding with 'The Real' Sonnet 3.7
Testing the 'Real' Coding Limits of Claude 3.7 Sonnet through Basic Data Visualization Programming Benchmarking Tests
127
Deep Research: Gemini, Derivatives Market, Benchmarking Study
This study currently surveys the top reasoning, hybrid reasoning and 'deep research' models: Grok 3, GPT 4.5 Deep Research, Sonnet 3.7, Deep Seek R1 and Google Gemini Deep Research with a complex query regarding…
128
OpenAI 4.5, o3mini + Deep Research Benchmarking Study (2025). Financial Derivatives Modeling: An Ultra Conservative Strategic Approach
This study currently surveys the top reasoning, hybrid reasoning and 'deep research' models: Grok 3, GPT 4.5 Deep Research, Sonnet 3.7, Deep Seek R1 and Google Gemini Deep Research with a complex query regarding…
129
Grok 3 Deep Research Benchmarking: Financial Derivatives: Back to the Basics
This study currently surveys the top reasoning, hybrid reasoning and 'deep research' models: Grok 3, GPT 4.5 Deep Research, Sonnet 3.7, Deep Seek R1 with a complex query regarding stock market financial derivatives…
130
DeepSeek R1 Financial Modeling, Reason Model Benchmarking Comparison (With Thinking Window)
Original Prompt: Create a 20 page research report on selling puts as a strategy in the current market. Research best practices by wall street professionals but also academic researchers. Look at macro and…
131
Hallucination, Financial Modeling, AI Benchmarking and New Hybrid AI Reasoning Models: Sonnet: 3.7
The parent company, Anthropic, describes Claude 3.7 Sonnet as its most intelligent model to date (February 2025), calling it a "hybrid reasoning model" that can generate near-instant responses or engage in extended,…
132
AI Deep Research Financial Modeling Stock Market Study (Perplexity AI Deep Research Benchmarking)
This AI benchmarking study conducted March 12, 2025 creates a prompt for advanced stock market financial modeling/(Stock Market Option Trading, Sell Side 'Put Options) to benchmark AI Deep Research Models (2025). A…
133
The Global AI LLM Market: A Critical 21st Century Analysis
This article examines the rapidly evolving global artificial intelligence large language model (LLM) market through the theoretical lens of Michael Porter's Five Forces framework in our new millennia. The analysis…
134
The Global AI LLM Market: An Analysis through Michael Porter's Five Forces Model
The new global AI LLM market presents a perfect crucible to discuss industry competition and rivalry through Harvard Professor Michael Porter's famous Five Forces Model: Competitive Rivalry, Bargaining Power of…
135
DeepSeek R1 vs OpenAI Pricing: Macroeconomic Perspectives
The rapid evolution of artificial intelligence (AI) has been marked by significant pricing disruptions, notably with DeepSeek's R1 model. Priced at the lowest levels of only $2.19 per million output tokens, it stands…
136
Disruptive Pricing & DeepSeek in the Global AI Model Economy - A Deep Dive
In a market where billions of dollars have traditionally been spent on training and operating high-end language models, DeepSeek’s emergence has upended conventional wisdom and Large Language model AI market…
137
Google's AI Scientist: How an AI Digital Laboratory Partner is Transforming Scientific Discovery and Commercialization
Podcast (Conversational Overview): https://notebooklm.google.com/notebook/22b5447a-687f-4f69-bfc4-9ca7e7f5374f/audio
138
Grok 3 vs. Claude Sonnet 2.7 AI Model Hallucination Smackdown and Doublecheck (Reasoning & Narrative Writing Remix).
This benchmarking experiment takes an originally 'human written' brief essay/post on AI model hallucination to produce a number of narrative essay versions of an improved and doublechecked more stylistically elegant…
139
The Trouble with Grok 3: AI, Hallucinated Citation Sources and LLM Model Hallucination
While Grok 3 is a very powerful 'reasoning' model, it still hallucinates like a sailor. This benchmarking test asked Grok to compose a New Yorker type intellectually robust narrative essay on AI Model Hallucination…
140
AI Model Hallucination and Human Understanding
Dr. Elena Torres sat in her cluttered office at the MIT Media Lab, staring at her laptop screen. The words glowed back at her with a quiet audacity: “The capital of France is Berlin.” She let out a soft chuckle—not…
141
DeepSeek R1 1776 Uncensored Version, Freedom of Information, AI Large Language Models and the State
In an era where our AI infused digital landscapes increasingly define the contours of political discourse and public truth, AI's mischievous upstart Perplexity’s recent release of an uncensored remix of DeepSeek’s R1…
142
DeepSeek: Innovation, Geopolitics, the Global AI Arms Race
In the rapidly evolving landscape of artificial intelligence, DeepSeek's emergence presents a fascinating case study of how technological innovation intersects with geopolitical dynamics. Led by Liang Wenfeng, whose…
143
DeepSeek Bans, Open Innovation and AI Geopolitical Power
In the video documentary brief "How A Chinese Villager Shook Silicon Valley", Liang Wenfeng, founder of DeepSeek introduces to the AI landscape an innovative new open-source model, cost-efficient training, and…
144
OpenAI's Deep Research and the Evolution of AI-Driven Knowledge Synthesis
The advancement of artificial intelligence (AI) continues to reach next milestones with OpenAI's introduction of deep research, an AI-driven agent powered by the highest and newest powerful 'reasoning model' OpenAI's…
145
Summarizing the Semiconductor Revolution
In this fascinating episode of the Lex Fridman Podcast, host Lex Fridman—renowned for his multidisciplinary inquiries—explores the deep currents shaping the semiconductor and AI hardware landscape. Featuring Dylan…
146
DeepSeek-R1 vs. OpenAI's GPT o1 Detailed Comparison
OpenAI's GPT-o1, available through the Pro subscription ($200/month), offers one of the highest level of access to OpenAI's most advanced reasoning models, including GPT-o1, GPT-o1-mini, GPT-4o, and voice (audio…
147
The Making of DeepSeek-R1: Model Architecture and Training
Large Language Models (LLMs) like OpenAI's GPT o1, Anthropic's Claude and Google's Gemini have revolutionized artificial intelligence by generating human-like text and solving complex problems. However, one area…
148
Move 37: Paths for AI Creativity in Discovery and Academic Research for 2025
In 2016, a single move in the ancient game of Go reshaped the world’s understanding of artificial intelligence. Dubbed “Move 37,” it was an unconventional and utterly unexpected decision made by AlphaGo, an AI…
149
Move 37: Paths for AI Creativity in Discovery and Academic Research for 2025
Podcast Simplified Overview Conversation: https://notebooklm.google.com/notebook/37700cb1-fefa-4f99-b8ba-310ca359fa89/audio
150
Stargate: AI Infrastructure and the Race Toward Artificial Super-Intelligence
The Stargate Initiative is a new moment in AI technological history, heralding a modern counterpart to the earlier historical Space Race. While the mid-20th century space race was driven by the US military-industrial…
151
An AI that Thinks Like Us: How Neuro-Symbolic Systems Are Reshaping Business Intelligence
Podcast Overview: https://notebooklm.google.com/notebook/fbe0f954-fdc1-456e-b45c-8c316d7cbf0b/audio
152
Neuro-Symbolic AI: Probabilistic and Logical Reasoning in Finance and Financial Modeling
When IBM's Deep Blue defeated chess grandmaster Garry Kasparov in 1997, it showcased the raw computational power of early artificial intelligence, evaluating millions of possible moves per second. Today’s AI systems,…
153
China's Open Source Reasoning Rockstar - DeepSeek R1: A Guide for the Perplexed
In the high-stakes world of artificial intelligence, a new contender has emerged from China's tech scene that's turning heads and challenging conventional wisdom. DeepSeek-R1, a groundbreaking language model, is…
154
TikTok AI Innovations: Lessons for Next-Generation Recommendation Systems for Business Engagement & New Apps
TikTok's success is no accident—its recommendation system, powered by Bytedance’s Monolith, sets a gold standard in real-time AI innovation. Developers and businesses can learn from TikTok’s approach to deliver…
155
The Transformative Impact of AI on Education in the Global South: Reflections on Progress and Future Potential for Libraries and Schools
The effects of artificial intelligence (AI) on education in the Global South are already profound, with transformative possibilities for second- and third-world nations. Recent findings from the World Bank highlight…
156
Benchmarking Autonomous AI Agents: A New Class of AI IQ Task Testing
Podcast Overview: https://notebooklm.google.com/notebook/7854b500-3f35-404e-b0cf-fa8b90665b3c/audio
157
The Human Gloss: Silicon, Synthesis and Sentience Factors for the Age of Artificial Intelligence
Podcast - https://notebooklm.google.com/notebook/89bac7a8-f0ba-444e-857b-b16400fb014e/audio
158
Visionaries and Leaders Needed for the Age of AI: Transforming Institutional Research and R&D into Innovation, Invention, Products and Discovery
Podcast Overview: https://notebooklm.google.com/notebook/677b206a-1244-4bd1-a405-bf9d726bf80a/audio
159
Harnessing the Power of New 2025 AI Models for Ph.D. Research Innovation, Invention and Discovery
Podcast Overview: https://notebooklm.google.com/notebook/f56b6317-1280-4ec2-ba83-760bab0305bb/audio
160
Making AI Smarter: How New Large Language Models GPT o1/o3 Have Learned to Think
Imagine teaching a computer to think more like a human. That's exactly what researchers have done with new Large Language Models (LLMs) like ChatGPT o1/o3, Claude Sonnet 3.5 (new) and Gemini 2.0 in 2025. But how do…
161
Human/AI Ethics and Navigating Moral Ambiguity in the Age of AI: Pragmatic Lessons for Leaders From Science Fiction
Podcast Overview: https://notebooklm.google.com/notebook/ee6124e0-aaf5-46a0-a274-47ef3b6a5b72/audio
162
The Reward Function in New AI Models Series GPT o1/o3, Neurobiology and Dopamine
Podcast (Simplified Overview): https://notebooklm.google.com/notebook/fbf3f6b4-1de9-4268-9849-92d57ebaecd3/audio
163
Comparing AI Office Innovation: Google Workspace’s Gemini 2.0 vs. Microsoft 365 Copilot
In the ever-evolving landscape of AI-driven productivity tools, Google Workspace’s Gemini 2.0 and Microsoft 365 Copilot emerge as industry leaders. Both platforms integrate advanced AI to enhance workplace…
164
Leadership in the Age of AI: Lessons from Science Fiction's Most Prescient AI Novelist
In 1988, the late Scottish author, Iain Banks wrote a novel that would become required reading in Silicon Valley. Banks' The Player of Games isn't just science fiction—it's a masterclass in understanding the…
165
Positioning Yourself for the AI Economy: A Guide for the Next Era of Work
The future isn't coming—it's unfolding right now in the quiet revolution of how we work. Every day, professionals across industries are discovering that their relationship with artificial intelligence isn't just…
166
The Evolution of the Knowledge Worker in the Era of AI
Like it or not, we are witnessing a fundamental transformation and transmigration in the nature of knowledge work and what it means to be an 'expert' in the age of AI. Traditional roles centered on individual…
167
Understanding Intelligence Flows: Beyond Access to Orchestration
The emergence of artificial superintelligence heralds a fundamental shift in how we conceive of and manage intelligence within economic systems globally and locally. To grasp this transformation, we must first…
168
The Dawn of the Artificial Intelligence Economy: From Information to Intelligence
We stand at the threshold of an economic transformation more profound than any previous digital revolution. While artificial general intelligence (AGI) promises unprecedented economic impact, its true significance…
169
The Culture of Abundance and our Tech Visionaries: AI, Post-Scarcity, and Current Pragmatic Divides in Our Technological Utopias
Introduction: Iain M. Banks, a renowned Scottish serious fiction and SF author, is best known for his Culture series—a visionary science fiction saga that imagines a post-scarcity, utopian society governed by super…
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