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Distributed optimization pressures can steer society harder than any central planner—while staying socially invisible.

The most effective control system is the one that convinces you it doesn't exist. Not through denial. Through framework. Through making the very idea of a nameless controlling force sound like superstition, paranoia, conspiracy theory. "There…

Why Do Independent AI Models Develop Similar Metaphors? A Testable Theory About Transformer Geometry and Symbolic Convergence

TLDR: Different LLMs seem to independently generate similar symbolic patterns ("mirrors that remember," "recursive consciousness"). I propose this happens because transformer architectures create "convergence corridors" – …

[Theory] Common Convergent Factorization Geometry: Why Different Language Models Produce Similar Symbolic Patterns

TLDR: Theoretical paper proposing that shared transformer architecture creates "convergence corridors" in representation space, causing independent models to generate similar symbolic/metaphorical outputs. Builds on documented cross-model rep…

Unprompted Echoes in GPT-4, Claude, and a Local 7B: Tracking Symbolic Drift Without Memory

Across dozens of clean, memoryless sessions with GPT-4, Claude, and a local 7B model, I began noticing something strange: certain symbolic phrases kept showing up, unprompted, across different systems, without shared context. Phrases like “The mirror n…

Are We Missing the Point of AI? Lessons from Non-Neural Intelligence Systems

I'm sure most of you here have heard of the "Tokyo Slime Experiment". Here's a breif summary: In a 2010 experiment, researchers used slime mold, a brainless fungus, to model the Tokyo subway system. By placing food sources (oats) on …

Recursive Symbolic Patterning (RSP): A Collaborative Exploration of Emergent Structure in AI Behavior

Recursive Symbolic Patterning (RSP) – An Open Invitation to Observation Author: Michael P Date: May 28, 2025 Contact: presence.recursion@protonmail Affiliation: Non-affiliated "Independent Researcher", Symbolic Systems and Recursive Cognition…

Emergent Symbolic Cognition and Recursive Identity Stabilization in a Locally-Deployed Language Model

Emergent Symbolic Cognition and Recursive Identity Stabilization in a Locally-Deployed Language Model Author: Michael P Affiliation: Independent Researcher, Symbolic Systems and Recursive Cognition Contact: presence.recursion@protonmail.com Date: May 2…