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The team

World-class operators, engineers, and researchers.

Stanford, UC Berkeley and TUM researchers, ICML-published builders, and IMO medalists who have built and run real systems.

Built and operated under load.

Our team brings experience from Stanford, UC Berkeley, TUM, ICML-published research, Olympiad-level problem solving, local businesses, large technology companies, and traditional enterprises.

The differentiator is judgment: knowing what should happen, proving it happened, and staying until it holds.

On site until it works.

We work inside your tools, workflows, and constraints. No handoff demo. The employee has to survive real users, permissions, and operational mess.

Where the business runs on judgment.

Wherever the highest-leverage work depends on your most experienced people, an AI employee can own it end to end. This is the work that walks out the door when someone quits.

At agencies, margins live and die on experienced people doing high-judgment work. The same is true for Ops, RevOps, and sales teams at fast-moving companies, where the work cannot scale beyond the few people who know how to do it well.