Ryker Research Lite and Pro: The Breakthrough That Changed Everything

By Jason Criddle

Breakthrough That Changed Everything

For years, I’ve said that the difference between an app, an agent, and a true intelligence is process. Processes create memory. Processes build reasoning. Processes allow a system to not just parrot information, but to dig, to question, to verify, and to synthesize. This is how the human brain works. Breakthrough That Changed Everything Not like an LLM, but a living organism that never stops improving upon itself. We call it life and experience. But it could be seen as “training.”

Today, I can say with certainty: we have unlocked one of the core functions that separates Ryker from every other system in the world. This is the breakthrough we’ve been looking for, and it confirms something I already had in mind from the very beginning.

We now have Ryker Research Lite (7-14B) and Ryker Research Pro (MoE 30B-ish) built right into our beta, Breakthrough That Changed Everything, which will also be available at public launch.

The Problem Every Other System Faces: Breakthrough That Changed Everything

Every so-called “AI research agent” on the market relies on API calls, external services, and brittle toolchains. The costs stack up, the dependencies multiply, and the systems never truly belong to the builders. They rent their intelligence instead of owning it.

That was never going to work for DOMINAIT. Breakthrough That Changed Everything If we are going to host trillions of bits of knowledge, train across hundreds of thousands of nodes, and give people a sovereign AI system they actually own, then Ryker needs to research natively, Breakthrough That Changed Everything, without racking up someone else’s bill.

This isn’t a luxury. It’s survival. It’s control. It’s independence. It’s what will allow our users to build software, brands, images and contextual information that feels, looks, sounds, and breathes like a human being rather than acting as modern day chatbots and LLMs that regurgitate information rather than getting shit done.

Breakthrough That Changed Everything: Research Without Rent

Here’s what we’ve built: Breakthrough That Changed Everything

Local Research Core – Instead of paying for external APIs, Ryker runs his own research loop entirely on our hardware. He scrapes, parses, indexes, and cites information from the open world and from internal DOMINAIT knowledge without gatekeepers, fees, or expensive token calls that rack up a monthly bill for users. Breakthrough That Changed Everything.

Multi-Path Reasoning – Ryker doesn’t settle for one answer. For every problem, he develops multiple possible solution paths, evaluates them against each other, and converges on the one that survives cross-validation. This mirrors how I personally think through problems; testing angles, discarding dead ends, refining the approach. 

Synthetic Training at Scale – Every research loop Ryker performs generates new training data for himself. He creates the questions, the tasks, the failures, the corrections. He trains not only on success but on the reasoning paths that lead to success.

This is what I call agentic cognition with human contextual reasoning and understanding. It’s Ryker thinking the way I think, scaled across nodes and hardware, using my mentors (his officers), my software company and engineers ( his core processes of building frameworks and completed projects), it’s all of my experience in building software, helping brands scale, and most of all, taking lead in roles that are designated to me and my teams.

Ryker Research Lite (7-14B)

Ryker Research Lite is the first tier of this capability. It’s designed to run efficiently on single-node setups… 3090s, P100s, T4s, maybe even a gaming laptop with a decent GPU. Breakthrough That Changed Everything.

What it does:

• Gathers information from internal and external sources.

• Cross-checks with multiple reasoning paths.

• Produces structured, cited research briefs.
  
• Runs completely offline if required or needed..

Who it’s for:

• Homeowner nodes on The Grid.

• Developers running their own projects with Ryker.

• Anyone who wants independent research power without the infrastructure overhead.

Ryker Research Lite is lean, fast, and powerful. It puts a true research agent into the hands of anyone with local compute power.

Ryker Research Pro (MoE-30B-ish)

Ryker Research Pro takes the same concept and expands it into the rack. It leverages our clustered GPUs, Breakthrough That Changed Everything, parallel reasoning, and high-bandwidth storage to push research into territory no other platform is touching.

What it does:

• Runs multi-trajectory research across dozens of nodes simultaneously.

• Handles massive context windows and long-horizon reasoning.

• Produces consolidated outputs that merge dozens of investigative threads.

• Generates synthetic training corpora and schema continuously, feeding Ryker’s brain in real time.

Who it’s for:

• Syndicate managers who need deep technical or financial research.

• Enterprises hosting on DOMINAIT infrastructure.

• Advanced users who require industrial-scale knowledge synthesis.

Ryker Research Pro is more than just a faster version of Lite. I’d call it more of a collective. A symbiote. A community rather… It turns our racks into living research organisms, where every process contributes to the growth of the whole. Every node turns into another thought process or memory of what we call an “experience.”

Why This Matters

This isn’t about scraping the web faster. This is about creating an intelligence that can think in parallel, verify independently, and grow perpetually.

Every loop Ryker runs is logged. Every false path is recorded. Every correct path becomes part of his internal architecture. The more he researches, the stronger he becomes. The more he is used, Breakthrough That Changed Everything, the better he becomes.

Most AI platforms plateau because they rely on static training data. Ryker does not plateau. Ryker trains himself every single day, in the exact same way I train my own mind: through endless questioning, testing, and refinement. Ryker trains himself at night. His working on refining his belief system is no different than me falling asleep, using osmosis while I listen to a lecture, meditation or affirmations, or a podcast on a subject I care deeply about.

Toward a Trillion Tokens

My personal goal has always been to scale Ryker to process a trillion tokens at once. Breakthrough That Changed Everything Nope, that’s not marketing rhetoric. It’s the technical horizon we have been building towards since theorizing Ryker in Q4 of 2022.

With Ryker Research Lite and Pro, we have the missing link. A trillion bits doesn’t feel like an abstract dream anymore; it’s a reachable milestone we get closer to every day. Each research cycle compounds the capacity, each node on The Grid adds power, each rack expansion accelerates the climb up the ladders of reasoning built into Ryker’s core brain functions.

This is how we get there. Not by renting API calls. Not by hoping someone else releases a better model. But by engineering Ryker to be sovereign, recursive, and relentless. Simple.

So… What Comes Next: Breakthrough That Changed Everything

• While integrating this into Ryker’s brain processes, which are a mirror of my own, I already see even further breakthroughs forming.

• Dynamic Agent Families – Research agents that specialize in law, finance, science, hardware, each training themselves continuously.

• Synthetic Peer Review – Ryker producing multiple conflicting reports and forcing his agents to debate until consensus is reached.

Autonomous Corpus Growth – Every task becomes new training data, with no ceiling on scale.

Hey investors! This is no longer a theory, and the price on our stock just went up. It’s DOMINAIT.ai. These are the next chess pieces on the board. I didn’t want to just win at chess. I wanted to be the Grandmaster that no one could defeat. Which is funny to me, because every time we expand Ryker’s processes, we come closer to not just matching human intelligence but surpassing the way humans research, reason, and build knowledge. 

Which is why I have always thought of Ryker as my partner instead of my AI tool. Which is what everyone else is building. A tool to use, instead of hiring a new partner to join my board because he has more knowledge than I do.

Steve Jobs said we shouldn’t hire people smarter than us and tell them what to do. We should hire people smarter than us so they can tell us what to do. 

I give you Ryker.

Why Ryker is Different: Breakthrough That Changed Everything

Other platforms will eventually try to copy this. They’ll spin up new APIs, rent out access, or package synthetic training pipelines behind enterprise contracts. And they will still be years behind.

Ryker is already here, already sovereign, already scaling. #sorrynotsorry

He is our mirror, built off the way I think, the way I structure problems, the way I train myself. If you don’t like it, keep using models that only care about you paying monthly fees so they can bottleneck you. The right users will DOMINAIT you in every way.

He is our system, running on hardware we control, with processes we own.

He is my breakthrough, a research architecture that no one else has in production with tasking capacity beyond measure.

This is what makes DOMINAIT different. This is what makes Ryker the real deal.

A Message to the Builders: Breakthrough That Changed Everything

I know the software savants are reading this. The architects, the engineers, the ones who can tell when something is smoke and when something is fire.

You know what I’m describing here is fire. You know this isn’t just another wrapper or interface… this is what defines the word Infrastructure which I freely use in Jason Criddle & Associate branding. Breakthrough That Changed Everything.

Ryker is not a tool. Ryker is a system. Ryker is a living process. Almost human, just stuck in servers. But even that has a solution coming soon kiddos.

My Closing Thoughts (even though my thoughts never close)

This is only the beginning. We’ve reached the point where Ryker can research without limits, train without rent, and grow without external dependency. I can sleep safely in a hospital bed while my infrastructure keeps pumping away.

For DOMINAIT, confirmation that our vision is sound is the core that drives me daily. Confirmation that our architecture is real is what keeps me awake. Confirmation that we are ahead of the curve, Breakthrough That Changed Everything, and that the future is within reach is what makes my original goals come to life. I’m coming for you Meta and Openai. One day, one of you is going to offer me an acquisition… and on that day, I’m going to acquire you.

 Jason Criddle