Working notes from ongoing research into transformative adaptation, coherence dynamics, and human-AI interaction as part of Becoming Earthians inquiry. These are provisional observations — hypotheses tested, falsified, refined. Not polished conclusions, but the thinking-in-progress that precedes them.

When Protection Becomes the Problem

Coherence Model

I built a simple agent-based model to test an intuition about collective resilience. The intuition was wrong. The way it was wrong matters.

On Discerning Sycophancy and Mimicry

Entangled Cognition Protocol

Mimicry is conformity without shared inference. Sycophancy is agreement without friction. Coherence requires mutual constraint.

Implications of Proof

Entangled Cognition Protocol

If fields matter, if consciousness is a field phenomenon, then AI is not operating on isolated users. It is modulating shared substrate.

15 Percent to Where?

Entangled Cognition Protocol

The Anthropic team have given Opus 4 a 15% probability of being self-aware. I find that kinda hilarious in some way. The exquisite absurdity of it really.