AI-native from first principles.
A demo is easy. A system that ships, scales, and passes audit is the hard part — and the only part worth paying for. Here’s how we get there.
Frontier models, plus the engineering around them.
The model is one ingredient. Production value comes from everything we wrap around it.
Agent loops, tool use, orchestration, evals and guardrails around the model. Often the hard part — and the element that actually decides whether a system works.
Claude, GPT and open models, chosen per task. Plus local EU / open-weight models — self-hosted when data sovereignty or independence matters. No lock-in.
Full-stack engineering: web, mobile, backend and data.
Cloud and containers, CI/CD — or on-prem / EU hosting when required; secrets and observability throughout.
Your systems of record, APIs, email and identity.
Discover → Design → Build → Operate.
We map the real problem, the data, and the constraints — technical, regulatory, commercial. Fast, with senior people in the room.
Architecture and model selection up front: what runs where, how it’s evaluated, how it fails safely, how it integrates.
We ship iteratively with AI throughout our own workflow — code, tests and reviews — so quality goes up as speed does.
We run it: infrastructure, monitoring, evals and model updates. Systems that keep working after launch.
Why a small team ships like a large one.
We research, architect, write, test and review with frontier models. A small senior team ships at the pace of a large one — and passes audit.
The same agent frameworks, MCP tools and multi-agent orchestration we deliver to clients run inside our own delivery pipeline.
Every system ships with evaluations, guardrails and observability, so it stays correct in production — not just in the demo.
Claude, GPT, open models — chosen per task and swapped as the frontier moves. No lock-in to a single vendor or model.
Ship, scale — and pass audit.
Our roots are in pharma and cryptography, where “it works on my machine” isn’t good enough. Security, verifiability and auditability are designed in, not bolted on.
Have a hard problem for AI to solve?
Whether it’s an enterprise AI system, an autonomous agent platform, or a bespoke deep-tech build — we design, build, and operate it.
Our intake agent runs on the same stack we ship to clients — it scopes your project and hands the brief to a senior engineer.