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.