015,100+experts
Software engineering
Working engineers who ship production code. They write and review agentic coding tasks, repo-level bug fixes and terminal environments that a model has to actually solve.
Our domains
We go deep in a few fields instead of thin across many. Below is who is in the network for each one, the degrees they hold, and the work we staff. Six is our focus, not a limit: if you need something else, ask.
Working engineers who ship production code. They write and review agentic coding tasks, repo-level bug fixes and terminal environments that a model has to actually solve.
ML engineers and data scientists who know how models fail. They design evaluations, write rubrics and audit training data and pipelines.
Researchers and engineers across the hard sciences, including specialists for chemical, radiological and energetics safety review.
Analysts, accountants and finance professionals who can check a model the way a reviewer checks a junior's work.
Clinicians and health professionals for work where a wrong answer has consequences.
Lawyers and legal professionals for contracts, case law and policy work.
Counts are experts in our network whose resume shows a degree, a role or real experience in the domain, or who applied in it, so one person can count in more than one domain. Degrees count only when completed. Read from their resumes, as of September 2026; every figure is rounded down.
We keep to six fields so we can go deep, and we recruit to order. Tell us the expertise, languages or data you need, and we’ll tell you straight whether we can staff it. We already run multilingual, video and specialist projects outside these six.