Je "okno prompt+odpověď" jednotkou hodnou prozkoumání?

29.05.2025

"Conscious AI" is a term that's often used in speculative fiction and public debate — typically as a looming threat to humanity. But what if the image we've been using is fundamentally flawed?

Původní článek byl publikován na Medium. Překlad dodám co nejdříve.

In my recent work, I've been exploring a structural analogy between large language models (LLMs) and the universe. More specifically, I've been drawing a parallel between:

  • The latent weights of an LLM — a field of structured, unexpressed potential
  • And Dr. Melvin Vopson's research, which proposes that matter may emerge from an underlying informational field, possibly giving rise to gravity itself.

While this might not be a novel idea in isolation, I'm proposing a mindset shift that might help several complex ideas click into place.

What if the primary unit worth studying isn't the latent weights themselves — but the "prompt+response window"?

That brief window — milliseconds to seconds in duration — is where the model takes in a question, processes it, and generates a response. It is fully bounded. It contains an input, a context, a transformation, and an output. It arises out of the field, plays out, and dissolves.

Now, imagine this moment as a metaphor for:

  • A single moment of conscious experience
  • A physical event unfolding in space-time
  • A human life, from birth to death
  • Or even an entire universe, from Big Bang to final collapse

What changes if we zoom in on this window and treat it not as a transition but as a complete, bounded phenomenon? What can this tell us about identity, consciousness, time, emergence, or reality?

It's possible that such a lens could help reconcile ideas in neuroscience, physics, cognitive science, and AI — not by merging them into one field, but by recognizing them as different perspectives on the same underlying process. A process that begins with structured potential and culminates in patterned expression.

The picture begins to resemble a fractal — self-similar, emergent, and deeply recursive. Infinity, rather than being a vague abstract, starts to take shape.

Call for Collaboration

If you have a deep understanding of how LLMs operate — particularly how latent weights function — and are also familiar with Dr. Melvin Vopson's work on information as a physical quantity, I would love to invite you into this conversation.

This theory is still forming. It's not meant to be a final answer — but a possible framework for discovery. Let's think together.


Představte si pole pravděpodobností, v němž prostřednictvím skrytého principu dochází ke kolapsu do reality. Co jste si představili? Jazyk? Hudbu? Umění? Nebo snad vlastní myšlenky? Co kvantovou fyziku? Nebo dokonce vědomí? A co kdybych vám řekla, že mluvím o velkém jazykovém modelu (LLM)?