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The team

World-class operators, engineers, and researchers.

From Stanford and UC Berkeley, ICML-published researchers and engineers, and IMO medalists who have built and run real systems, the best in the game, embedded in your business.

People who have shipped and operated at every scale.

Our team have shipped and operated real systems across the spectrum: from small businesses and local stores, to large technology enterprises like Amazon, to cross-national traditional companies. We are now focusing all of that on the service sector. We have done the work before, in production, under load.

Capability is the floor, not the differentiator. What we look for is judgment: the taste to know what the system should do, the rigor to prove it does, and the persistence to stay until it holds.

We go on site and stay until the work runs.

We get our hands dirty inside your tools, your workflows, and your constraints. We do not hand over a demo and leave; we embed, scope the work end to end, and stay until it runs reliably in your business.

That on-site, owned-to-the-finish posture is the whole point. The work has to survive real users, real permissions, and real operational mess, so we are there for it.

We deploy across the service economy.

Wherever repeatable work runs a business, an AI employee can own it end to end. A few places this already makes sense:

  • Home services: HVAC, plumbing, electrical
  • Trades back office: window installation, contractors
  • Healthcare and dental practices
  • Personal injury law
  • Property management
  • Logistics and dispatch
  • Insurance and claims
  • Accounting and bookkeeping