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Autonomy in physical operations.

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Sovereign system designs for ports, grids, mills, plants and sites: what to sense, where each model runs, what the object model holds, what it costs and who approves every action.

Designed on Praxis. Made living with Hyper Ontology. Open papers, open object models, open data.

Read the researchPraxisHyper Ontology
13reference architectures
5sectors of physical operations
3countries: Pakistan, Saudi Arabia, United States
178ontology objects published
13DOIs, all CC BY 4.0

Praxis

Design the system a ten-year domain engineer would.

Praxis turns an operator's requirement into a complete design for physical AI, reasoned through eight lenses from first principles to hardware, with every claim on a record and a person on every write.

How Praxis reasons

Hyper Ontology

From a reference architecture to a living system.

Every design ships its object model as a package. Hyper Ontology imports it and stands it up over the operator's own systems of record: objects, typed links and actions that sense, decide, act and learn.

How it becomes living

Research · Vertical-Driven Architectures

One operation, one design, end to end.

Each paper is a complete reference architecture for one real operation, written so an engineer, or their coding agent, can build it. Operators are described by class, never by name.

Methods

How the designs are made, and how they come alive.

Solutions

Published requirements, solved in the open.

Operators publish what they need. We publish how to build it: the full solution design for a published requirement, from sensing to the living ontology.

  • The requirement as published. What the operator asked for, read in its own words.
  • The complete solution design. Scope, architecture, object model, models and hardware, rollout and cost, reasoned on Praxis.
  • The living system. The object model packaged for Hyper Ontology, ready to stand up over the operator's own systems.

For agents and engineers

Everything here is data.

Load every design, object, model choice and cost line as one dataset, or read the site the way an agent does.

Praxis beta

Design for the physical world.

Every design here was made on Praxis, and Praxis is opening to outside engineers in beta. Tell us the operation you want to design, or the systems you want to make living with Hyper Ontology, and we will reply with your place on the list.

Opens your email app with the request addressed to hello@codeninjaconsulting.com; nothing is stored on this site. Prefer a form? Use the CodeNinja contact page.