Collaborate

We work with partners who have real constraints, messy signals, and operational stakes that standard AI demos ignore.

Field-grounded work

As researchers, we prioritize field work to make sure we understand the problems faced by end users.

How we work

Closing the research and deployment loop.

Problem discovery

We work with end-users to understand where existing AI breaks in the field, and what the operational constraints are.

Evaluation and training

Once we understand where things break, we build detailed evaluations and test protocols to pressure-test future research developments.

Data and sensing interpretation

Collecting datasets and grounding modeling in the physics of specific sensors is often necessary, and we work with you to create high-fidelity datasets.

Field-informed prototypes

We can translate operational constraints into evaluations, V&V, and research prototypes.

Student and research partnerships

We collaborate broadly with students, researchers, and companies to find novel solutions to problems and to scale our research.

Grant and program development

Field-focused work requires targeted funding, so we work with partners to fundraise around promising areas of inquiry.