AI & Agent Engineering
The layer that makes an agent safe to leave running: an explicit orchestration graph, evaluation that gates deploys, capability scopes enforced at call time, and cost you can attribute per task.
Engagement shapes
- Architecture review
- 2–4 weeks, fixed price
- Thin slice to production
- 6–12 weeks
- Embedded delivery
- Quarterly, capped
- Fractional architecture
- Retained, a few days a month
The model is rarely what blocks a programme. Orchestration, evaluation, permissions and unit cost are. This is the work we know best, because it is the work we do on our own platform every week.
Orchestration design
Task decomposition, tool contracts, retrieval and memory, and a graph that a long-running agent can be resumed from rather than restarted.
Evaluation harnesses
Golden sets, scoring rubrics and regression gates in CI, so a prompt change cannot quietly degrade a path nobody read that week.
Capability scoping
Tools behind grants checked at call time instead of asked for in a prompt, with human confirmation on anything irreversible.
Model routing & cost
The cheapest adequate model per hop, hard budget ceilings, and cost attributed per task rather than per invoice.
- An architecture your own engineers can extend without us
- Evaluation coverage on the paths that touch a customer
- Unit economics per task, not a monthly bill you cannot explain
Bring us the version that is already on fire.
Send a short note about the system, the constraint and the deadline. A partner replies within two working days, and if we are not the right firm for it we will say so and point you somewhere better.