Work
Five pillars. One practice.
We intentionally work across a small set of deeply related disciplines. The pillars aren't silos — they're overlapping circles. A real product usually lives in two or three of them at once.
Intelligence
Agents, memory, and reasoning
Systems that think over long horizons — retrieval-grounded agents, private memory engines, and reasoning pipelines that stay coherent across sessions. We build the scaffolding that turns a model into a product.
- Private persona and memory engines
- Retrieval and reasoning pipelines
- Agent orchestration and evals
- Bring-your-own-LLM architectures
Infrastructure
Local-first, by default
We build software that runs on your hardware — laptops, servers, edge devices. Sync is a feature, not a foundation. Your data doesn't leave the place it was created unless you ask it to.
- Self-hosted runtimes and daemons
- Edge–cloud sync and OTA
- Identity and policy at the device
- Operational observability
Sensing
Devices that understand their environment
End-to-end sensor platforms — from the board, through the firmware, through the cloud, into the model. We've shipped sensing products across health, horticulture, and ambient computing.
- Embedded firmware and BLE/WiFi stacks
- Time-series ingestion and analytics
- Calibration, QA, and fleet management
- Applied ML at the edge
Interface
Natural, multimodal, honest
We treat the interface as part of the system — voice, text, and graphical surfaces that meet people where they are. We avoid magic; we prefer legibility.
- Conversational and agent-driven UIs
- Voice and ambient interfaces
- Marketing and product web
- Design systems built to last
Research
Speculative work, honestly reported
We reserve time for research that may not ship. When it works, it becomes a product; when it doesn't, we write down why. Either outcome advances what we can build.
- Prototypes and feasibility studies
- Evaluation frameworks and benchmarks
- Internal and open publications
- Advisory for other teams
Interested in a specific area?
Tell us what you're trying to build. We'll tell you honestly whether we're the right fit.
Get in touch