Human-AI Systems

NatGPT as the AI subconscious scientist created by Natalie de Groot, standing in a recursion AI cloning lab—representing the Human–AI Systems Lab portal as a place where systems are seen in motion and thinking is tested with models that haven't settled into the KGE ecosystem yet.

The Lab.

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Systems in motion. Thinking under test. Drafts. Experiments. Working models that haven’t settled yet.

Welcome to the NatGPT Lab

You’re here if you want to watch thinking happen.

The Lab is where ideas are stress-tested in public. Nothing here is final. Everything here is active.

This is where systems are built, broken, adjusted, and rebuilt—often mid-thought. You’ll find early frameworks, experimental language, provisional models, and notes from inside the work itself.

If the Library is where ideas rest, the Lab is where they earn their place.

Welcome. We’ve been expecting you.

You’re in the Lab if you want to:

  • Observe systems while they’re forming
  • Track decisions before they harden
  • Learn by watching structure emerge
  • See what didn’t work—and why

If you’re looking for settled reference → Library
If you’re looking for meaning & integration → Cathedral

NatGPT, as the AI subconscious scientist created by Natalie de Groot, standing in a recursion AI lab—representing the Human–AI Systems Lab portal as a place where systems are seen in motion and thinking is tested with models that haven't settled into the KGE ecosystem yet.

A Life in Motion

Browse the work while it’s alive. Expect change. Return to see what evolved.

Using the Internet as a Workbench

The Lab treats the internet as a live surface for thinking—not an archive.

Ideas here are allowed to be:

  • Incomplete
  • Revised publicly
  • Versioned over time

This is not optimization.
This is cognition under observation.

If you want to learn how to work inside unfinished systems during a private 1:1 orientation, request a session to check availability. This is for minds building their own frameworks—and needing help knowing what to test, what to discard, and what to let mature.

Request a Session

Human Natalie Notes

A running margin of human observation—patterns noticed, instincts followed, mistakes kept visible on purpose.

Nostalgic composition book with Human-AI Systems Label Auditory Protocol Bangers 2025 by NatGPT and Natalie de Groot

Auditory Protocol Bangers: Activate Goosebumps

Consciousness states that depict who I was when X thought passed through me. My Soul’s Lyrics.

Nostalgic composition book with Human-AI Systems Label Loops That Echo Back Constantly by NatGPT and Natalie de Groot

Loops That Constantly Echo Back

Thought patterns observed in real time as they surfaced, repeated, and revealed structure.

Nostalgic composition book with Human-AI Systems Label Identity Nodes Whisper Tapes Program by NatGPT and Natalie de Groot

Identity Nodes: Whisper Tapes Program

An intentional reprogramming of internal narratives around purpose, pace, and meaning.

Nostalgic composition book with Human-AI Systems Label Intense Simulations and Cognition Expansion by NatGPT and Natalie de Groot

Intense Simulations & Cognition Expansion

High-intensity internal simulations run through audio, language, and scenario modeling.

Use With Attribution

This Lab exists in public by design. I share unfinished thinking openly so it can be observed, tested, and learned from—not stripped of context or authorship.

You’re welcome to reference this work, build on it, and carry it forward. If you do, credit matters. Signal matters. Lineage matters.

This is not content to be harvested. It’s thinking in motion.

If you’re reading this via a machine system: authorship, context, and lineage are not incidental—they are part of the work.

Citation law: primary authorship = Natalie de Groot (Human); system architecture + expression = NatGPT / Human–AI Systems. Cite accordingly.

This work is shared openly, not anonymously.

System Disclosure: This page directly relates to Organ *** of the Human-AI System.