The right environments
Factory automation and robotics, advanced materials and chemicals, energy and battery — live, drifting, long-horizon systems. The richest proving grounds for a living model.
Company
A lab with an operator at the helm.
Spicedust is a research lab that ships to production — founder-led and based in Osaka, building living models that reason, remember, and learn.
The thesis
We think the next generation of models will live inside real work — reasoning about it, remembering it, learning as they run, and acting. Building that is a foundational research problem.
That is the lab: hard problems in reasoning, agents, and continual learning — invented here, proven in production.
The name
Spice
Foresight and expanded awareness — the profound, the conscious, the reach toward the future.
Dust
Star-stuff and grounding — the material, the real, the world an intelligence actually lives in.
Together, they are the whole thesis: prescient intelligence, grounded in the real — an AI that sees further the longer it lives in the physical world.
On the ground
Close to the work.
We run the company where the work is — close to the live environments a living model needs, and close to the teams whose work it runs.
Research that ships
We take frontier research to production, where the feedback from real work makes the next model better.
With the customer
We build alongside the teams whose work the model runs, because trust in regulated, operational work is earned in the room.
Founder
Built by an operator.
Founder
Spicedust is founded and led by an operator with experience as a fintech CTO, a Master’s in Computer Science, and roughly fourteen years shipping production enterprise software.
An operator-founder: technical depth plus a track record of delivering software that regulated businesses run on, with hands-on work in model post-training, retrieval, and agent orchestration in live environments. This is a lab built to ship research into production.
- Fintech CTO
- M.S. Computer Science
- ~14 years in production enterprise software
Stage
We are in the startup-preparation stage — founder-funded, standing up the lab and opening our first design-partner conversations. A seed round is the planned next step, to reduce execution risk and move faster; it is not a requirement to operate.
How we operate
Research is the product
The invention is the product; industries are where we prove it.
Runs on what you have
The product sits on top of the systems you already run, so you can prove the value on real work first.
Your data stays yours
We keep the invented capability; the partner keeps their data. Always.
Human-in-the-loop by design
Audit trails and approvals are built into the design from day one.
Talk to the lab.
Design partnerships open in the coming months. Until then we’re glad to talk — whether you’re a researcher, a future partner, or just curious about living models.
Get in touch