What we do
One team, for the parts a project actually needs.
Most of this work arrives together: something to build, data to prepare for it, and the operational load around both. Rather than three suppliers who do not talk to each other, it is one team.
Services
What we build, and what we run alongside it.
Software engineering
Web applications, APIs and mobile, built to survive production
Full-stack products from first commit to the version after launch: the interface somebody uses, the services behind it, and the data model that decides how much of it has to be rewritten in a year.
See the projectsAI and LLM engineering
Retrieval, routing and evaluation that hold up at real volume
Getting a model to answer once is the easy part. We build the routing that keeps it affordable, the retrieval that keeps it grounded, and the evaluation that tells you whether either is working.
See the projectsWeb3 and blockchain
Smart contract systems across several ecosystems
Contracts in Solidity, Clarity and Rust, plus the DeFi automation and asset tokenisation around them. Designed for the fact that a contract holding real value is hard to change once it is live.
See the projectsData annotation and evaluation
Labelling and rubrics by people who can read what they are judging
Training samples, annotation rubrics and RLHF evaluation across technical tasks, done by engineers rather than by a crowd. On code, the difference between an answer that is correct and one that only sounds correct is the whole job.
Data engineering
Pipelines, migrations and the plumbing under a reporting layer
Getting data out of wherever it is stuck and into something you can query: ingestion, transformation, vector and relational stores, and the monitoring that tells you when a feed went quiet.
Virtual assistants and operations
Trained assistants for the repeatable work that eats a week
Inbox, scheduling, research, data entry and customer replies, handled by assistants we train and supervise. Useful when the bottleneck is not a feature but the hours around it.
Mentorship and training
Weekly 1:1s and honest code review for engineers levelling up
The reason the bench exists. Engineers are trained here before they are put on client work, and the same programme is open to anyone who wants it.
See the projectsAvailable for new work
Got something worth building?
A project, mentorship, or just a question. I read every email myself.
- Replies in 1–2 business days
- Goes straight to me