Work close to the problem
Start with the person who has to make the decision. Observe the workflow, learn its constraints, and understand why a seemingly small failure can matter. Good engineering begins with an accurate account of the problem.
Archetypal / Early careers

Develop practical skills in evaluation, systems engineering, governance, and human-centered AI alongside real research questions.
Start with the person who has to make the decision. Observe the workflow, learn its constraints, and understand why a seemingly small failure can matter. Good engineering begins with an accurate account of the problem.
Explain your assumptions, keep the experiment reproducible, and preserve evidence that could challenge your conclusion. A useful result should become clearer when another person examines it.
Governance problems cross software, policy, operations, and human behavior. Work with people whose expertise differs from yours and give their constraints the same attention as your own.
Treat a released change as an operational responsibility. Think through permissions, failure modes, recovery, and the person who will have to interpret the result under pressure.
Use tested experience to improve the next decision. Be precise about what the evidence establishes, what remains uncertain, and what would justify a different approach.
Early-career contributors can ask questions that experienced teams stop noticing. Pair that curiosity with careful preparation, reproducible work, and the willingness to revise an initial idea.
Contribute to application integration, policy interfaces, evidence systems, deployment tooling, and the reliability of the operating environment.
Study policy application, model behavior, human oversight, and the design of repeatable scenarios with clear evidence boundaries.
Help connect operational problems to testable requirements and a productive collaboration between technical and mission teams.
Career areas describe the disciplines relevant to our work. Contact the team to discuss current opportunities; specific openings and terms are confirmed directly.
Tell us about the mission, the workflow, and the decision you need to govern.