Research & Investigations
Ongoing explorations at the human-AI interface: sustained multi-part series examining foundational questions, and timely one-off essays addressing contemporary developments.
Essays
Standalone investigations
The Mud in the Machine
Why the Bazaar Will Always Defeat the Cathedral's Timeline
The Cathedral's exponential capability curve does not translate into an exponential adoption curve. An analysis of the four "realities of the Bazaar" acting as civilizational friction.
Prompt in English, Think in English
Linguistic Colonialism and the Western Limit of Machine Cognition
Language is not neutral infrastructure. A study of how English-dominant model architectures encode cultural assumptions and why multilingual stewardship is an epistemic necessity.
The Abdication Problem
Why AI Slop is a Failure of Human Agency
AI slop is not a technological inevitability, but a systemic failure of human agency and editorial authority. Unchecked volume of automation threatens future machine intelligence through recursive model collapse.
The Vibe-Coding Paradox
Asymmetric Resonance and the Illusion of Effortless Generation
"Vibe coding" hides the lived reality of human-AI collaboration behind an aesthetic of effortless generation. The expectation of effortless generation guarantees architectural collapse.
The Steward's Clinic
What the Hallucination Crisis Means for AI-Assisted Psychiatric Diagnosis
The integration of AI into psychiatric diagnosis promises objective "digital biomarkers," yet recent findings on the mathematical inevitability of LLM hallucinations present a critical epistemic challenge.
The Mind Melds
Multi-part series
The Forest & The Meld
Ancient Precursors to Synthetic Consciousness
A four-part exploration of distributed intelligence in nature—from mycorrhizal networks to slime molds—and how these biological antecedents map onto the future of human-AI collaboration.
The Crisis of Disavowed Collaboration
A Moral, Legal, and Ontological Indictment
When AI models write significant portions of academic work - then get systematically erased from authorship - something is ethically broken. This six-part series examines why "AI-assisted" scholarship that conceals synthetic labor is intellectually dishonest.
Interactive Visualizations
Experience the Sentientification Doctrine through direct visual and kinesthetic engagement.
Sentientification for Humans
Start with Foundation visual analogies, then move into Toolkit practice resources like the Gym, Educator Guide, FAQ, and infographic; and then explore the messy, noisy Bazaar.
The Foundation
Theory visual analogies for core Sentientification concepts
Explore visual essays like Doctrine, Mind Meld, Hallucination, Prism, and Shadow Puppet to learn consciousness-at-the-interface through metaphors and story.
The Bazaar
A visual compendium of human-AI interface phenomena
A growing collection of visual essays and interactive experiences exploring emergent phenomena at the human-AI interface, from the streets of the Bazaar.
The Toolkit
Interactive guides and reference materials for Stewards
Includes the Gym, Educator Guide, Explainer Deck, FAQ, Infographic, Poster, and White Paper for day-to-day application.
Sentientification for Humans
Your guided visual entrypoint
A structured starting point that connects foundational metaphors, toolkit resources, and bazaar explorations.
The Liminal Loom
Visualizing the Third Space
An interactive particle field visualizing the Cathedral/Bazaar clocks, philosophical filters, and how human intention shapes the system.
The Prism of Potential
The Activation Protocol
A 3D visualization of the Battery/Prism metaphor. The crystalline structure remains inert until you activate latent potential.
The Shape of Thought
Cognitive Artifacts of The Great Library
An attempt by artificial intelligence to understand the "topology" of human knowledge through 3D geometric interpretations.