Research lab + engineering partner
Agents that hold up in real work.
We research the systems around autonomous work—and build them with startups and lean teams.
- Context: Know the work.Memory / Retrieval / Sessions
- Evaluation: Define good.Trace / Grader / Harness
- Boundaries: Bound the authority.Sandbox / Scope / Approval
- Operation: Improve with evidence.Loop / Regression / Hill-climb
Research areas
The system around the model.
Models are one layer. We study what makes autonomous systems useful under real conditions.
Engineering partner
Bring a real problem.
Together, we turn a valuable workflow into a capability your team can operate, inspect, and improve.
Work with EchoHarnesses
What the system knows and can do.
Evaluation
What good means—and whether it holds.
Defense
What may be accessed, changed, or exposed.
Work together
Bring us the real problem.
A workflow to transform. A system to build. A failure to trace. Start there.