AI that speaks your domain language

Build precise toolchains and structural guardrails that help domain experts move from intent to verified results.

Grounding.
Validating.
Integrating.

The foundations of domain-specific AI

We build the underlying infrastructure to connect large language models with your proprietary knowledge, live systems, and expert workflows.

Ten years of tools, trust, and the occasional breakthrough.

Since 2016, we’ve been building languages, IDEs, and frameworks—out in the open, for the long run. Turns out, that’s a pretty good way to spend a decade.

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Engineering the structural guardrails

TypeFox Animation

To operate safely in highly complex domains, AI cannot be left to chance. We engineer the strict architectural boundaries that empower AI to run capably while respecting your constraints.

Agent-ready project harnesses
Custom MCP servers
Semiformal languages
Make AI understand your DSL
AI-ready UI foundations
AI-assisted migrations and prototypes
What others say about us:

Trusted by a diverse range of industries:

Finance, insurance, consulting, data science, telecommunication, industrial automation, custom hardware (ASIC / SoC), automotive, railway

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Building on a decade of domain work.

For more than ten years, we have helped clients develop clear and useful tools for complex fields. We study how experts think, what information they need to make decisions, where workflows get stuck, and what levels of abstraction make their work easier instead of noisier.

AI does not change this foundation; rather, it makes it even more important. Models, platforms, and frameworks will continue to evolve. The real challenge remains designing the right interface between expert users and technical systems.

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Speaking your language is our core business.

The Fox