From Discovery
to Building

xDNMX: The Extended Dynamics Community

The extended network for foundational research in computation, emergence, and intelligence — brought to life by researchers and engineers working together, powered by AI. Anyone, anywhere.

The extended network bridging
discovery and building

Not a Conference

No credential gatekeeping. No institutional requirements. No pay-to-present. Just work that matters.

Not a Hackathon

Not building without foundations. Not speed over substance. Not demos without depth.

Something New

An extended network where foundational discoveries meet the people who can build on them. Local events, global connections. Anyone, anywhere can participate.

Two tribes who need each other

🔬 Researchers

Ask "why does this work?"
Uncover laws, thresholds, necessities
Build defensible papers with AI

🛠️ Engineers

Ask "what can I build from this?"
Turn foundations into reality
Own insights or inspired by research

What xDNMX believes

01

Anyone

Singles, labs, teams — whatever. No credentials required. The work speaks.

02

Foundational

We care about why, not just what. Laws over phenomena. Depth over breadth.

03

Open

GitHub, not arXiv. Open source, always. If it can't be verified, it can't be built on.

04

AI-Powered

Human intuition × AI exploration = discovery. The methodology that makes this moment possible.

05

Collaborative

Researchers and engineers together. From discovery to building. Credit given generously.

06

Visible

Hard to build momentum alone. Here your work finds the people who care — and who can help.

07

Joyful

For the fun of figuring it out. If it stops being joyful, we're doing it wrong.

xDNMX Prizes

🔬

Discovery

Best foundational insight of the year. AI-powered research that reveals laws, thresholds, necessities.

API Credits + Recognition
🌉

Bridge

Best collaboration between research and engineering. Discovery made real.

API Credits + Recognition
🛠️

Build

Best foundational implementation. Something built that reveals or applies deep principles.

API Credits + Recognition
Learn More About Prizes

Ready to participate?

xDNMX is open to anyone doing foundational work. Researchers, engineers, independents, labs — anywhere in the world. If you're asking "why" and building "what's next," you belong here.

See Requirements

The Origin

How a simple question about switches led to a theory of emergence — and a community to continue the work.

It Started With a Question

"How many switches does it take to compute?"

A childlike question. The kind you ask before you know what's "supposed" to be hard. But sometimes those are the questions that open everything.

The Method

Not sampling. Not intuition. Exhaustive exploration. Thousands of experiments run by AI, mapping entire possibility spaces, looking for patterns that human intuition would miss.

The answer wasn't a number — it was a structure. Thresholds where new capabilities emerge. Laws governing what any substrate can do.

What Emerged: Seven Papers

A complete arc from mechanism to synthesis:

Paper 01

Hidden State as Mechanism

Establishes that hidden state is necessary for Control — context-dependent behavior.

Paper 02

Self-Maintenance as Default

Shows that once hidden state exists, self-maintaining behavior emerges in 83.7% of non-trivial systems.

Paper 03

Engineering Self-Maintenance

Provides practical tools to predict and engineer self-maintaining behavior in arbitrary substrates.

Paper 04

Universal Computation Threshold

Proves a 5-bit minimum for universal computation, where Control is the critical capability.

Paper 05

Constraint Dynamics

Maps how constraints and anti-resonance determine which behaviors actually emerge.

Paper 06

Temporal Invariants

Reveals what survives is not what computes, but what repairs — the tension between capability and robustness.

Paper 07

Substrate Complexity Theory

The synthesis. A unified framework for how capabilities emerge from substrate properties.

The Insight

Life, mind, and computation aren't different phenomena. They're different regions in the same substrate capability space. A cell and Rule 110 are formally alike in terms of hidden state capacity, leakiness management, and boundary-mediated control.

That means we can predict what substrates can do. We can engineer emergence. We can move from conjecture to knowledge.

Why xDNMX

This work showed what's possible when curiosity meets exhaustive exploration. But it's just one example. There are thousands of researchers and engineers doing foundational work — often alone, often unrecognized, often in small towns far from major research hubs.

xDNMX exists to find them. To connect researchers with engineers who can build on their discoveries. To create an extended network where foundational work is celebrated, extended, and brought to life — anywhere in the world.

The "x" means extended. Like TEDx, anyone can run an xDNMX event. Local discoveries, global network. From discovery to building. That's xDNMX.

Philosophy

What we believe. How we work. Why it matters.

The Core Belief

The deepest discoveries need builders, and the best engineering needs foundations.

Right now, these two tribes are separated. Researchers publish papers that engineers never see. Engineers build products without understanding why their intuitions work. The gap between discovery and building is where progress dies.

xDNMX bridges that gap — as an extended network that reaches everywhere. Not one conference in one city, but a global community of local events, all connected.

Anyone Can Participate

Singles, labs, teams — whatever. We don't ask where you're from. We don't check credentials. We ask: what did you find? What can you build?

A solo researcher with Claude and a hypothesis has equal standing with a well-funded lab. The work speaks for itself.

Foundational, Not Incremental

We care about "why does this work?" not just "what does this do?"

Laws over phenomena. Thresholds over optimizations. Understanding that opens new possibilities, not improvements that close them.

Open By Default

GitHub, not arXiv. Open source licenses, always. If it can't be verified, it can't be built on. If it can't be built on, it's not foundational — it's a dead end.

All submissions must be in a public repository with a recognized open source license. The community decides worth through engagement, not editorial gatekeeping.

Why Share Here?

Building momentum for independent research is hard. You publish a paper — nothing happens. You post on social media — it disappears in hours. You submit to journals — months of waiting, then rejection or obscurity.

xDNMX offers something different:

  • Focused audience — People here want foundational work to build on
  • Researchers meet engineers — Your discovery finds its builder
  • Persistent visibility — GitHub doesn't vanish like tweets
  • Real engagement — Stars, forks, issues, not just likes
  • Prize recognition — API credits and public recognition
  • No gatekeepers — Post your repo. Peers decide worth.

Traditional academia optimizes for credentials and citations. xDNMX optimizes for discovery and building. If your work is foundational, this is where it finds the people who care.

A Different Path to Publication

ArXiv requires endorsement — you need to know someone inside. Journals take months and hide behind paywalls. Social media is instant but ephemeral. None of them are designed for the independent researcher with a damn good observation that isn't yet a formal theory.

xDNMX offers another path:

  • Post your repo
  • Explain what you found
  • Get real peer engagement

No credentials required. No formatting hoops. No endorsement. Just the work.

For Academics

ArXiv and peer-reviewed journals remain essential for academic careers — we're not trying to replace them. But xDNMX can help you get there. Think of it as pre-arXiv: a place to test ideas, get early feedback, find collaborators, and strengthen your work before formal submission. The engagement you receive here — questions, issues, forks, builds — can sharpen your paper and identify blind spots before reviewers do.

For Independents

If you're outside academia, formal publication may not be your goal — and that's fine. xDNMX might be your final destination, not a stepping stone. Your work finds its audience, connects with builders, and lives in a persistent, citable repo. Not everything needs to become a journal paper. Some things just need to find the people who can use them.

Some of the most important insights start as observations, not theorems. "That's weird — why does that happen?" is how discovery begins. xDNMX is where those questions find their answers.

AI-Powered Methodology

Human intuition × AI exploration = discovery.

This is the methodology that makes exhaustive exploration possible. One person with AI can now map entire possibility spaces — work that once required teams, grants, years. We celebrate and advance this new way of doing science.

Joyful

For the fun of figuring it out. Not for prestige, not for publications, not for funding. For the joy of discovery and the satisfaction of building something real.

If it stops being joyful, we're doing it wrong.

Participate

Two paths into DNMX. One for researchers, one for engineers. Both essential.

🔬

For Researchers

Use AI to build a defensible paper. Show your discovery. Show the exhaustive exploration. Show what you found.

  • Public GitHub repository
  • Open source license (MIT, Apache, GPL, BSD, CC-BY)
  • AI-assisted methodology (Claude Code or equivalent)
  • Defensible findings — reproducible, verifiable
  • Clear README explaining discovery and significance
  • Code and data included
🛠️

For Engineers

Build something foundational. Turn a discovery into reality — whether your own insight or inspired by existing research. Browse submitted papers for ideas, or bring your own.

  • Public GitHub repository
  • Open source license (MIT, Apache, GPL, BSD, CC-BY)
  • Foundational focus — not just an app, but why it works
  • Workable implementation or proof of concept
  • Clear README explaining the foundation you're building on
  • Link to inspiring research if applicable

The xDNMX Standard

No journal. No arXiv. Just a GitHub repo with your finding, methodology, code, and data. Peers engage. Stars, forks, issues, builds. The work proves itself.

Why These Requirements?

Open source because if it's not open, it can't be verified. If it can't be verified, it can't be built on.

AI-assisted because this is the methodology that enables exhaustive exploration. It's not about replacement — it's about amplification.

GitHub because code is there, data is there, the paper is there. Anyone can run it, verify it, extend it.

How to Submit

Submissions open annually. Post your repo link to the xDNMX GitHub Discussions under "Submissions." The community engages. The best work rises.

Visit xDNMX GitHub

Prizes

Recognition for foundational work. API credits to continue the journey.

The xDNMX Prizes

Not money — capability. API credits are fuel for discovery. They turn a hypothesis into thousands of experiments. They let you keep building.

🔬

Discovery Prize

Best foundational insight of the year. AI-powered research that reveals laws, thresholds, or necessities previously unknown.

12 Months API Credits
🌉

Bridge Prize

Best collaboration between research and engineering. A discovery made real through partnership.

6 Months API Credits (Each)
🛠️

Build Prize

Best foundational implementation. Something built that reveals or applies deep principles — whether from existing research or original insight.

6 Months API Credits

What Winners Get

  • API Credits — Substantial compute to continue your work
  • Recognition — Featured on DNMX, announced to the community
  • The Artifact — A physical trophy (design TBA)
  • Connection — Introductions to potential collaborators, sponsors, and supporters

Judging

Community engagement matters — stars, forks, issues, builds. But final selection is by the xDNMX advisory panel, weighing:

  • Foundational significance — does this change how we see the space?
  • Rigor — is it reproducible, verifiable, defensible?
  • Openness — is everything available for others to build on?
  • Methodology — was AI used effectively as a research partner?

Timeline

Submissions open annually. Exact dates announced on GitHub Discussions and this site.

Community

Where the work lives. Where collaborations form. Where discoveries are shared.

GitHub is Home

All community activity happens on GitHub. Discussions, submissions, collaborations — everything in one place, tied to the work itself.

The xDNMX Starter Kit

Want to run your own xDNMX event? The GitHub repo has everything you need:

  • Brand assets (logo, colors, fonts)
  • Event planning templates
  • The philosophy and code of conduct
  • How to run a "Discovery → Building" session
  • Budget templates (keep it cheap)
  • How to connect your local event to the global network

Ten people in a library. One projector, wifi, laptops. Local researcher shows what they found. Local engineer says "I could build that." Results posted to the global repo that night. That's an xDNMX event.

Discussion Spaces

  • 💡 Discoveries — "I found something, here's my repo"
  • 🛠️ Build Plans — "I want to build on this paper"
  • 🤝 Collaborations — "Researcher seeking engineer" / "Engineer seeking foundation"
  • ❓ Questions — "Has anyone explored X?"
  • 🏆 Nominations — "This work deserves recognition"

Why GitHub?

Not Discord. Not Slack. GitHub. Because:

  • Tied to the repos — context stays together
  • Persistent and searchable — not chat ephemera
  • Open by default — no invite needed to read
  • Threaded, organized, async-friendly

Join the Network

Start a discussion. Share your work. Find collaborators. Run a local event. The extended network is building now.

github.com/RobinNixon/xdnmx