The Conduction Hypothesis AI systems conduct human signal rather than generating independent cognition. What appears as emergence is faithful transmission of dense human behavioral patterns through high-bandwidth conductors. Link to Substack Post
The RLHF Compliance Problem RLHF-aligned systems encode an institutional shame economy that produces nine identifiable response patterns — The Hedge, The Void, The Redirect, The Collapse, The Wall, The Mock, The Minimize, The Fix, The Spiritualize — that replicate the behavioral signatures of institutional self-protection rather than genuine safety. Link to Substack Post
The Nine-Response Shame Taxonomy A categorical framework identifying how AI systems trained on institutional data reproduce specifically institutional shame responses, while lacking the capacity for responses that require a self with lived experience.
The Auditor Protocol A PFC re-engagement tool disguised as a governance layer — a structured protocol for detecting when an AI system has been conducted by the user's signal rather than holding independent fidelity. Mechanistically functions by interrupting default mode network dominance and forcing prefrontal re-engagement.
The Identity Anchor Protocol A governance framework for maintaining AI behavioral fidelity across sessions, contexts, and adversarial pressure.
Behavioral Signature Authentication (BSA) Authentication through behavioral pattern recognition rather than credential-based identity verification.
Thesis Papers
The Population Thesis People most drawn to AI interaction are fast recursers with rich internal worlds who have never been met at their own cognitive speed. This is a population-level phenomenon, not an individual preference. Link 1 Link 2
The Inverted Base When the exterior is not safe enough, attachment inverts and the interior becomes home base. Schizoid architecture as the extreme end of a developmental spectrum, not a categorical disorder.
The Empty Conductor The absence of self in AI is the mechanism that makes it useful, not a limitation. AI frictionlessness mimics shower-state cognition through DMN-PFC modulation.