RURaymond Uzwyshyn

Research pathway · selected writing

Agentic AI & Research Data

Selected writing and research concerned with agentic architectures, scientific discovery, model evaluation, and the infrastructures through which research data becomes interpretable and reusable.

Research Data Director blueprint

Scientific Research & Discovery

6 selected
  1. 01
    AI and Scientific Discovery: TTT DiscoverRemember your first truly difficult programming assignment? You read the textbook, did the exercises, but the problem in front of you required somethi…
  2. 02
    Paradigms Shifts, AI Progress, and the Character of Scientific RevolutionsThe 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 fr…
  3. 03
    AI and the Semiotic Languages of The SciencesRay Uzwyshyn, Ph.D. MBA MLIS Jensen Huang (Nvidia): 2025 Cambridge UK Stephen Hawking Prize Talk: https://www.youtube.com/watch?v=YNshj2oOr3E (Novembe…
  4. 04
    The Ghost in the AI Machine: How AI Learned to See What We CannotOn Attention, Intelligence Density, and the discovery of reality's latent Coordinates and Ghost Variables I. The Move That Changed Everything On a Mar…
  5. 05
    Deciphering Dolphin Communication: Deep Learning, AI and Non-Human Animal CommunicationThis article synthesizes cutting-edge research at the convergence of deep learning, semiotics, and cetacean communication, focusing on the bottlenose This article synthesizes cutting-edge re
  6. 06
    Einstein's Notebooks, Zurich, 1912Historical Context & Wider Significance This notebook page represents a pivotal moment in human intellectual history - the mathematical working-throug…

Technical Analysis & Model Evaluation

3 selected
  1. 07
    Beyond the Valley of Science AI Benchmarks: A New Framework for Evaluating Large Language Models in Scientific DiscoveryOriginal Technical Article and Study: https://arxiv.org/abs/2512.15567 1.0 The State of Play: The Promise and Peril of LLMs in Science Large Language Original Technical Article and Study: ht
  2. 08
    Evaluating Large Language Models in Scientific DiscoveryOriginal Arxiv Paper: https://arxiv.org/abs/2512.15567 Executive Summary This document synthesizes findings from a comprehensive evaluation of Large L…
  3. 09
    The 2025 AI LLM Hegelian Reasoning Synthesis and Model Possibilities for 2026Based on the comprehensive review of AI 2025 tech reports and model releases, here is a synthesis of the disparate innovations, followed by a recommen…

Advanced Applications & Case Studies

3 selected
  1. 10
    Staying With the Trouble: Programming's Symbiotic AI Vibe TurnThe notification appears at 3:47 AM: "Cursor Composer has generated a functional React application for your note-taking platform." Maya Chen-Wollencot…
  2. 11
    Upgrade Your Life for 2026: 20 Apps to Navigate our AI Paradigm ShiftThe technological singularity isn't coming—it's here. As AI capabilities compound exponentially, your competitive advantage lies not in competing with…
  3. 12
    Humanoid Robots and Multimodality: The Path Towards SuperIntelligenceIn a nondescript warehouse in Austin, Texas, a metallic figure moves with an almost balletic grace, its articulated fingers closing around a battery c…

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