"From the impossibility of nothing emerges everything, by mathematical necessity of hierarchical dissipation through logarithmically scaled boundaries to maintain finite energy while processing infinite possibility; concentrated through phase transitions in the complex perimeter evolution of the boundary." - The Void Dynamics Thesis
Real-time, event-driven, Klein-Gordon / Reaction–Diffusion metriplectic dynamics with complex self driven learning and stable real time emergence.
No dense scans. Zero training. Divergent reasoning. Constraint satisfaction in the moment.
- VDM — reaction–diffusion field intelligence + walker ecology + scoreboard/GDSP gating
- Memory Steering — dynamic knowledge graph with event-driven updates
- Agency — inherent, minimal energy optimization rules
- Real-time control — swap massive pretraining for fast constraint satisfaction
Reproducibility: baselines + QA artifacts are archived on Zenodo. Code lives in public GitHub repos with tests and docs.
- Latest Zenodo Upload: A Logarithmic First Integral for the Logistic On Site Law in Void Dynamics
- DOI: 10.5281/zenodo.17220869
- RD baselines, convergence, Q-drift, front speed (datasets + figures)
- Notebook mirrors of each test ✅
- 100% Reproducible, falsifiable claims ✅
- Currently working real time model ✅
- Zero training ✅
- Online causality based learning
- Physics driven intelligence model ✅
CURRENT Execution model: All tests live in src/{domain name}/, figures appear in figures/{domain name} if passing and figures/{domain name}/failed_runs/ if failed. The same goes for logs, just replace figures/ with logs/ in the file path to find them.
News
- October 31, 2025
- Added a T8 grade proposal for a new Axiom candidate as A8 - Lietz Infinity Conjecture which provides an elegant assumption for how our universe evolved to be how it is from a beginning state to now. It includes the derived rules for how our universe would be structured at hierarchical scales to dissipate away the instabilities of void fluctuations.
- October 30, 2025
- Added a historical/ folder including early original work like:
- A self healing knowledge graph using Topological Data Analysis
- As well as a Self Improvement Engine that integrates multiple reward components like novelty, self benefit, habituation, and TD error into a single "total reward" signal used to modulate its own neural plasticity for stable self-improvement that avoids weight saturation.
- Validated the Counterfactual Echo Gain hypothesis by proving the trustworthiness and accuracy of the instrument, and showing that echo assist does modulate and improve the performance of a self aware system with 0 difference in cost compared to baseline.
- Added a historical/ folder including early original work like:
- October 28, 2025
- Published an article on Medium about upcoming work.
- Published a "The Physics of Choice" video, along with a couple other videos on YouTube.
- Published an article on Medium about upcoming work.
- October 23, 2025:
- Created a sparsely populated CANON_PROGRESS.md document to post updates on private work to prevent this public repo from going stale.
- September 29, 2025:
- First public code release + creation of private Void Dynamics package which can now be imported and run in this repository using workflows and repository secrets.
- September 28, 2025:
- Posted two pre-prints to Zenodo. If you've published similar or relevant work on Reaction-Diffusion in the past 3 years on arXiv and want to support this work by endorsing me in a related category, submit an issue, post in the discussion board, or send me an email with
Subject: RD Endorsementto get my attention. It would be much appreciated!
- Posted two pre-prints to Zenodo. If you've published similar or relevant work on Reaction-Diffusion in the past 3 years on arXiv and want to support this work by endorsing me in a related category, submit an issue, post in the discussion board, or send me an email with
- August 21, 2025: Launched public repo
- ...
- March, 2025
- Released first falsifiable, reproducible simulations that validated initial claims.
- February, 2025
- SIE and Emergent KG + Real-Time TDA show very strong statistically significant findings, making feasible the entire model
- October, 2024
- Initial realization of the idea.
Provenance & checks (written by 00_RUN_ALL.ipynb)
- Manifest:
artifacts/meta/manifest.json(paths to all outputs). - Contradiction report on failure:
artifacts/meta/CONTRADICTION_REPORT.json(which gate failed + notebook cell refs).