The shape of intelligence
is applied.
These are the AI products we've built and run ourselves. Production systems with real customers, built and operated by the same team that works on your projects.
Small lab,
outsized output.
Four open questions
we keep pulling on.
Autonomous agents that plan, execute, and self-correct across multi-step enterprise workflows. Our work centers on making them auditable.
Graph-based memory systems that let LLMs reason over proprietary data with provenance. Underpins every Optivus product shipped to date.
Methods for measuring and steering model behavior in production. Red-teaming, bias detection, and task-grounded eval harnesses.
Serving patterns for agentic systems at scale: edge deployment, model routing, and federated fine-tuning under tight privacy constraints.
Research that shipped.
Writing,
in public.
We're preparing the first wave of preprints, technical notes, and post-mortems of deployed systems. Subscribe for the drop.
Get notified →Bring us the
hard problem.
We partner with a handful of enterprises a year on research-grade work. Same team, same standards as everything else we ship.