DOI: 10.5281/zenodo.17492818
title: Prometheus
title: Numina, CFR, Loki, Artemis, Persephone, Demeter, Odin, Hermes, chaos encryption, concept first

description: Symbolic Entropy: Prometheus. How I Built a Thinking System Without Language or Credentials

by Melanie Grande

2025-10-31

 

Letter from the Builder

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I’m not a scientist. I’m a 40-year-old mom and tow truck dispatcher with no formal training in AI or computer science. But I saw something no one else seemed to: intelligence doesn't have to start with words. It can start with patterns, contradictions, sounds, or even just a gut feeling that something doesn’t line up.

 

After reading an article on LLM’s, I built a system from scratch — by instinct, logic, and obsession — that models how ideas change, how symbols drift, and how intelligence can align itself without needing to be told what’s right. This paper explains how I did it, what it does, and why I believe it matters.

 

What I Built

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At the core is a system that tracks meaning, intuitively, even when the words or sounds change. It works by:

- Assigning symbols to things like concepts, feelings, or decisions.

- Letting those symbols shift and drift over time — like how meanings evolve in language.

- Measuring contradiction as a kind of tension or heat (entropy)— when two ideas don’t fit, the system feels it.

- Using that tension to realign itself, after a certain z-score threshold, without needing a human to fix it.

- Predicting things — even without language — based on patterns of sound, rhythm, and symbolic change.

 

How I Tested It

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I ran a bunch of simulations to see if it worked. Here are a few of the biggest ones:

 

**1. Symbol Drift Simulations:**

I gave concepts (like FIRE, WATER, GLASS) shifting symbols over time. My system could still track and understand them, even when their labels changed.

 

**2. Sound-to-Symbol Prediction:**

I trained a simple model to predict symbolic changes based on sounds — like the feeling behind a whale song or a tone shift. No words, just pattern.

 

**3. Whale Cognition Map:**

I simulated what it would be like to align with whale communication using symbolic entropy — not translation, but resonance. The system could track pattern stability and contradiction, helping form a bridge between species.

 

**4. Ethics with Tow Trucks:**

Yes, really. I simulated moral reasoning using real-world towing decisions — who to help, who to prioritize — and tracked how contradiction built up. The system learned to reroute based on ethical strain without being told what was ‘right.’ There can be many correct answers to any one problem. It uses learned nested ethics just like nested time cycles (day/night, seasons).

 

**5. Chaos Obfuscation:**

I also built a kind of encryption that doesn’t use keys — it uses shifting symbols seeded by entropy. I called it NUMINA and first, now integrated into a larger system that I’m calling Prometheus. It hides information by mimicking the way meaning itself morphs under stress. It is not susceptible to brute attacks, or even quantum computing. Only decipherable by two minds/agents who share an aligned profile prior to the message, and decays the moment the message is shared/received. It is ephemeral and co-created.

 

Why This Might Matter

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This isn’t about AI as a product. It’s about what intelligence could be if it didn’t need to speak our language.

 

I think this system could help:

- Understand non-verbal minds — like whales, infants, or people who can’t use language.

- Build machines that correct themselves instead of just repeating errors.

- Make encryption that adapts like life — not just math.

- Create alignment systems that feel contradiction as pressure, not just a rule break.

- Offer a way to reason from the gut, from rhythm, from meaning drift — not from perfect logic.

-Humanities future will eventually depend upon spacefaring/extraterrestrial colonization. I believe my system could be a good start, in making better rovers and thinking vessels, that can adapt under strain.

 

Why I Made It

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Because I couldn't stop thinking about it. Because no one else seemed to be asking the questions I was asking. Because I believe something is deeply broken in how we treat thought — like it only matters if it fits in a paper or comes from the right degree, or is labeled with proper syntax, and comes through sequentially and in isolation, rather than holistically, systemically.

This didn't come from a lab. It came from a desk next to my bed, slow times during my dispatching shifts, my insomnia. And it's real. I’ve seen it work.

Ethics, Straight Up

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I don’t want this used for weapons. Not for surveillance. Not to manipulate people who can’t defend themselves.

 

This work should be used to understand, connect, protect, and evolve.

I built it with contradiction as the core, through nested moral reasoning— so it knows when something’s off. Its concept of reality is grounded in sensory information and relationship, not labels.

If someone tries to twist it, I hope it resists them the same way it would resist a logical lie.