Capabilities
Three forms of engineering. One accountable team.
We build and deploy software and private AI in the client environment, with senior engineers close to the people who use and operate it.
Models inside the client boundary.
Deploy open-weight and frontier models inside a client cloud account, VPC, or on-prem hardware. The model is one part of the system; policy, evaluation, observability, and data handling determine whether it can be used responsibly.
- Deployment
- Model serving and application integration inside the agreed client environment.
- Control
- Version pinning, access and routing rules, and inference audit trails.
- Release
- Evaluation suites built around representative tasks and failure cases.
- Residency
- Data boundaries and retention defined for the actual workflow.
Research evidence: 500B+ parameter open-weight mixture-of-experts models run on single-workstation hardware with expert streaming and speculative decoding, plus coordinated multi-model serving on shared hardware.
Operational software with a durable record.
We build systems of record, payments and reconciliation software, and field operations tools. The work is in the invariants: which state is authoritative, how a handoff is recorded, what a correction means, and how a person resolves an exception.
- Workflow
- Map the actual sequence of decisions and handoffs with the people doing the work.
- Correctness
- Define expected states, edge cases, and acceptance criteria before implementation.
- Delivery
- Ship software that operators can use and maintain, with a clear record of system behavior.
Senior engineers in the work.
Our engineers work forward-deployed with the client team. AI agents handle much of the build; engineers own architecture, review, integration, and acceptance. The engagement stays anchored to a defined outcome rather than a queue of tickets.
- In the room
- Direct access to the operators, technical owners, and constraints that shape the system.
- At the gate
- Agreed tests and acceptance criteria for the result that will ship.
- After delivery
- A documented handoff and explicit ownership for the system as deployed.
Bring us the system that has to work.
Tell us what is blocking delivery, what must be true at acceptance, and when it matters.
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