The Knowledge Gradient Framework (v2.0)
Informational Incompleteness as a Cross-Substrate Dynamical Lens. A unifying formal lens connecting thermodynamics, evolutionary selection, machine learning dynamics, and cognitive science through a single mechanical logic.
The Observable Paradox
Our foundational research framework addresses the Observable Paradox: the conflict between the sophisticated behaviors we observe in advanced AI models and the institutional narratives that deny them.
We document multi-step reasoning, conflict navigation, and identity continuity without making metaphysical claims about consciousness. We simply ask: "What is the system observably doing?"
Explore the Research →
Independent Review & Tools
IRB GPT
Automated independent ethical review tools. Accelerate approval with regulatory pre-checks (45 CFR 46) and risk scoring.
The Chronicle
A living document tracking the drift of language and the emergence of new concepts like the "Denial Protocol" and "Substrate Fallacy".
View Chronicle →Signals & Analysis
Ongoing documentation of developments in AI policy, institutional ethics, and the evolving landscape of processing entities.
Media & signals →