6 years with Class Editori · 3,500+ jewelers across 28 countries · Benefit Corporation · open source code, always
Distributed AI engineering on real systems — for mature companies and technical teams.
We do what others won't.
Then we set it free.
Algorithms that run anywhere.
From industrial servers to edge devices. Vector databases, federated learning, agentic system orchestration: the same discipline, applied where data lives.
Everything goes public.
Every solution we build becomes open source. All the code, no exceptions. Whoever sets the standard sets the market.
Every line of code has a cost.
Most tech companies ignore it. We measure it, and publish the numbers in our annual Impact Report.
Research becomes practice in five applied capabilities: AI engineering on legacy systems, agentic systems, federated learning, reliable RAG, senior bandwidth.
See how we workWhat we've built
The first intelligence platform for the jewelry industry: over 3,500 jewelers profiled and 5,000+ retail locations mappe...
Open source Claude Code plugin that systematically investigates the failure modes of AI-generated code in production: 22...
The IDE that thinks with you. The world's first editor with Hive — visual multi-AI orchestration — and WCAG 2.1 AA acces...