Independent engineering across the full stack — from first architecture sketch to a system running in production. Engagements are direct, technical and ownership-driven: no account managers between us and the code.
Production-ready applications from architecture through deployment. Typed frontends, real state management, and interfaces that stay maintainable past the first release.
Production AI systems beyond prompt wrappers: retrieval pipelines, agent orchestration, evaluation harnesses and observability for systems that must behave predictably.
APIs, services and data layers that scale without becoming unmaintainable. Security-first defaults, explicit trade-offs, infrastructure you can actually operate.
Constraints before code. Domain, existing systems, failure modes and real requirements — understood on paper first.
Architecture before implementation. Data model, interfaces and trade-offs made explicit and documented.
Incremental vertical slices. Working software early, tested as it grows — not a big reveal at the end.
Automated pipelines, observability and rollback paths from day one. Deployment is part of the design.
Production ownership. Monitor, measure, maintain — the system has to keep working after launch.
The same discipline whether the engagement is a four-week build or a year-long system: understand constraints first, design before implementing, ship incrementally, and keep owning what runs in production.
Tell me what you're building, what's blocking you, and where you need engineering help.
