AI Engineering
Retrieval, agents, and evaluation built as production systems rather than demos. We start from the decision the model is meant to support, then pick the smallest thing that makes it reliably.
- RAG pipelines · chunking, embeddings, re-ranking
- Agentic workflows with real tool boundaries
- Evals and regression suites before launch
- Model selection — hosted, open-weights, or none
Web Applications
Type-safe React and Next.js, server-first. Accessible by default, fast on the devices your users actually hold, and structured so the next team can read it.
- Next.js App Router · RSC, streaming, edge
- Design systems that survive a re-org
- Builder.io and headless CMS integration
- WCAG 2.2 AA as a build gate, not an audit
Mobile
Native where it matters, cross-platform where the math works. We are candid about which one your product needs — often it is not the one already decided.
- Swift / SwiftUI · Kotlin / Compose
- React Native when sharing logic pays
- Offline-first sync and conflict handling
- Store submission, review, and phased rollout
Cloud Infrastructure
AWS and GCP built for the bill as well as the diagram. Native-image runtimes where cold starts and memory drive cost — which, on Lambda, is most of the time.
- Kubernetes · Terraform · GitOps
- GraalVM native-image for JVM workloads
- Observability: traces, SLOs, actual alerts
- Cost modelling before the architecture lands
Modernization
Legacy systems brought forward without a forklift. Strangler patterns, incremental cutover, and a running system at every step — no big-bang date to miss.
- Strangler-fig migration, service by service
- Data migration with dual-write and backfill
- Test characterization of undocumented behaviour
- Cutover plans with a rollback that works
Architecture & Audit
An honest read on what is working, what it is costing you, and the next two moves. Written down, defended in a room, and yours to keep whether or not you hire us to build it.
- System and data-flow architecture review
- Cloud spend and performance audit
- Security posture and dependency supply chain
- A prioritized plan with effort and risk attached
The stack we reach for
Defaults, not dogma. We will use what your team already runs if it is the right tool — and say so plainly when it is not.