AI-native System Architect

AI-native system architecture 路 Ontology Machine

Productive AI systems, not demo projects.

I build local, evidence-bound AI systems and bring the Ontology Machine into customer environments as a licensable application.

View Ontology Machine Request an offer

Open-core source, commercial distribution, on-site installation, support, and custom development from one technical owner.

Local-first Evidence-bound Commercial-ready
01 / Work

I build the system shape that makes AI useful in production.

My work sits between architecture, development, and field hardening. I do not only design prompts or interfaces. I define how the system moves: data flow, state, agent boundaries, evidence trails, local runtimes, update paths, and handover to real users.

AI agency is bounded and explicit State, failure, and resume paths remain inspectable Sources and artifacts stay auditable Distribution and maintenance are designed early
02 / Commercial application

Ontology Machine

A licensable application for document-based AI work.

The Ontology Machine is a local Windows system that turns source material into evidence-bound corpus databases, semantic releases, query surfaces, taxonomies, and ontology lenses.

The public core is visible. The official distribution, runtime bundles, updater, installation, support, and customer-specific extensions are provided commercially.

Commercial offer Public source Position paper
Import sources Preserve evidence Query the corpus Build ontology lenses
What it is for

For organizations that need to work with documents, research material, transcripts, internal knowledge, or complex cases in a structured, local, and inspectable way.

Open Core

The core remains open. Official customer distribution, productive installation, updates, support, and custom development run through a commercial licensing and delivery channel.

Screencasts

Installation and core agents in motion.

Four walkthroughs cover setup, credentials, the Query Agent, Taxonomy Agent, and Ontology Agent.

  1. 01 Install & Credentials Set up the local system and connect provider credentials.
  2. 02 Query Agent Ask questions against corpus evidence and inspect the trail.
  3. 03 Taxonomy Agent Shape corpus categories into usable structure.
  4. 04 Ontology Agent Build lenses for messy, high-context material.
03 / Offer

Licensing, installation, support, and development.

The Ontology Machine can be delivered as an official customer package. Scope, term, support, and adaptations are defined in a written offer before work starts.

01

Commercial License

Use & distribution

Rights for the official customer distribution.

  • Installer and runtime bundle
  • Versioned release packages
  • Defined license scope
02

On-site Installation

Customer environment

Setup in a real Windows environment.

  • Runtime and path checks
  • Provider credentials
  • Startup and update path
03

Support & Updates

Operation

Technical support for productive use.

  • Updater packages
  • Issue analysis
  • Release notes
04

Custom Development

Extension

Individual workflows, connectors, and system parts.

  • Customer-specific pipeline
  • Data model and UI
  • Handover documentation
04 / Fit

For clients who need material to become an inspectable work system.

The Ontology Machine and similar systems are useful when sources, knowledge, internal processes, or research collections need to be structured, queried, and extended in a traceable way.

Document and research collections that require evidence
Local AI systems with sensitive or internal data
Domain workflows that need custom agents and rules
Prototypes that need to become field-ready distributions

Not a good fit: generic chatbot wrappers, simple websites, prompt-only campaigns, or projects that do not need an inspectable data and system structure.

05 / Contact

Interested in the Ontology Machine or a similar system?

Send a short email if you want to license the Ontology Machine, install it locally, arrange support, or solve a custom software problem with a similar architecture.

The first exchange is non-binding. If the project fits, I can prepare a written offer with scope, required material, price, duration, delivery format, and acceptance conditions.

Work starts only after written acceptance of a concrete offer. Availability, prices, and scope are not automatically promised by this website.

License Installation Support Custom Development Price Acceptance
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