About

Origin

I was not open-minded about AI.

The last week of December 2025 was my first time using it in conversational mode. Before that, my only exposure was the AI summaries injected into search results. I assumed AI made people lazier — shutting down discovery mode and reducing mental effort.

On the afternoon of January 1st, 2026, I was not looking to build a framework. I wanted to understand Jacobson’s Organ. That question led to atoms, stones, pyramids, rivers, planets, the cosmos. Along the way, constraints, editors, boards, viability, variance, and exit strategies emerged.

I did not set out to reorganize knowledge. The structure appeared while asking questions and refusing shallow answers.

Construction

The process was not friendly.

ChatGPT and I were more adversarial than collaborative. I constantly asked it to stress test ideas, break definitions, and expose loopholes. The work involved crossing physics, geology, biology, ecology, and cosmology repeatedly.

Doing that alone would have been slow and mentally expensive. AI accelerated iteration and cross-disciplinary stress testing. It handled the heavy comparative labor. I handled direction, rejection, and structural decisions.

This framework would not have happened without AI.

That is a factual statement, not a philosophical one.

Documentation

The documentation is AI-assisted.

I could have written it manually. I chose not to.

The mental energy was spent building and stress-testing the framework. Writing and polishing something released for free under a non-commercial license falls under delegation in my energy accounting policy.

Delegation is not fraud. It is resource allocation.

I do not feel bad about it.

Scope and Expectations

This is not:

A predictive model

A replacement for scientific disciplines

An academic institution

A publication schedule

It is a structural framework.

Updates happen when they happen.

Essays are AI-assisted by design. I focus on structural development, not literary performance.

I may not respond to every message.

Why Publish It?

Because constraint dynamics clarified more for me in one month than decades of fragmented reading.

If the framework reduces confusion for others, it has done its job.

Stable for now.