All work
Services · Last six months

We work with model teams.

Contractual engineering for the organisations leading the field, including Anthropic, OpenAI and Gemini. Six continuous months across three models, trained with advanced reinforcement learning techniques and reviewed against each team’s own quality bar.

3Model programmes
6 moContinuous engagement

Models we have trained

Three programmes, six months

Fabel5

Task authoring and evaluation against a working engineer's judgement rather than a checklist.

Mythos

Engineering work delivered to spec, reviewed and iterated against real model behaviour.

Gemini

Continuous contribution across the programme, scaled up and down as the work required.

How an engagement runs

Four steps, no lock-in

  1. Scope

    You describe the work. We say plainly what we can take on and what we cannot.

  2. Trial slice

    A small piece delivered first, so both sides see the standard before committing.

  3. Deliver

    Continuous contribution at an agreed rate, reviewed against your own quality bar.

  4. Scale

    Widen the engagement or wind it down. No lock-in either way.

The work itself

Fabel5MythosGemini

What we do

Engineering delivered under contract to model teams: the tasks that need a working engineer's judgement rather than a checklist, and the evaluation work that shows whether an output is actually better.

Who we have worked with

Over the last six months our work has covered the Fabel5, Mythos and Gemini programmes, across authoring, review and evaluation.

How to engage us

Short scoped engagements or a continuing arrangement. Tell us the shape of the work and we will say what we can take on and when.

Have work that needs an engineer?

Tell us the shape of it. We will say what we can take on, at what rate, and when we could start.

Discuss a contract