Applied ML & R&D

Bespoke AI models and agentic systems for your use case.

We are a team of ML engineers working across three streams – Building for clients, running independent research and teaching what we learn along the way.

What we do

  1. For clients

    Custom models, built for you

    From a small neural network to post‑training a foundation model or wiring up an agentic system, we train and ship models fitted to your data and your problem.

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  2. Open source

    Independent research

    We publish open‑source projects, guides and experiments on the components that make up frontier‑style AI systems.

    See the work
  3. Learning

    Educational content

    Bite‑sized explainers on the toolchains, stacks and open problems in AI and how to navigate them.

    Read the articles

Who we are

Our team works across the full machine learning lifecycle, from running experiments on open research questions through to shipping and operating the production system that results.

With industry experience in foundation model research, medical AI systems and generative AI applications, we turn ambitious ideas into technology people can actually rely on.

Get in touch

Looking for a partner to build your next big thing?