Dynamic Network Optimization for Autonomous Agents in Polynomial Time

The Network Dynamics Axioms (NDA) is a formal framework for studying how agency, autonomy, and cooperation emerge within interacting systems of nodes. It provides mathematical definitions, natural-language exposition, and pseudocode, to make the framework accessible for both implementation and interpretation.

"If water (NDA), is to be healthy, it requires useful minerals. These minerals, are plug-ins based on domain context."

This repository includes cryptographic timestamping via OpenTimestamps.

• File: Network Dynamics Axioms.pdf
• SHA-256: e9c8e610f10631f8b62c572e911bc6ab9fd271f1c430b19bc517fd99f8dc8a79
• Timestamp proof: Network Dynamics Axioms.ots

• Natural Language Explanation.pdf
  Contains a natural-language exposition.

• Network Dynamics Axioms.pdf
  Original research document describing the laws, definitions, and dynamics.

• Polynomial Time.pdf
  Proof of Network Dynamics computability within P time.

• Pseudocode
  Step-by-step pseudocode for implementing the calculus in simulations.

• Link to Optimus GPT
  Contains the link to my custom GPT "Optimus."

• README.md
  (this file) overview and usage guide.

My work is a seed, small in form, but immense in potential. Inside it lies the challenge to reveal principles that could reshape how we understand complexity itself. By uniting autonomy, cooperation, and emergent order under one generative calculus, it invites researchers to push beyond existing models and explore the next frontier of science.