The Void Dynamics Model Podcast

41 - Neurophysics: At What Point is This No Longer "Artificial" Intelligence?


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The word "artificial" means a human built the rules. The system follows them.

But what happens when you remove the rules entirely ...

  • no training data,
  • no decoder,
  • no pre-installed programs,

... and replace them with physics? The system doesn't follow instructions anymore. It responds to its environment the same way biology does: by resolving internal pressure against physical resistance, measuring the result, and restructuring itself to do better.

That's not a metaphor. This video walks through the exact architecture: continuous sensory transduction, hierarchical attentional gating, a motor output layer that produces physical actuation vectors instead of tokens, and a divergence-norm plasticity gate that rewires the network on failure: no backpropagation, no labels, no symbolic decoder.

At some point the distinction between "artificial" and "natural" intelligence stops being about substrate and starts being about structure. This is that line.

Attack this - notebooks, raw logs, and falsification data linked below.

πŸ“ GitHub: https://github.com/justinlietz93/Prometheus_VDM

πŸ“„ Zenodo: https://zenodo.org/communities/vdm-cognitive-runtime/records?q=&l=list&p=1&s=10

🧠 Academia.edu: https://independent.academia.edu/justinlietz

πŸŽ™οΈ Podcast: https://rss.com/podcasts/void-dynamics-model/

🐦 X: https://x.com/quantumjunk

πŸ“¬ Contact: [email protected]

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The Void Dynamics Model PodcastBy Justin Lietz