Systems Active
Independent UK Research Lab

Exploring how AI actually works

A UK lab built by someone who operates under real accountability. We test frontier AI systems, build with them, and publish what we learn.

Local GPU Infrastructure
Hands-on Building and Testing
Open Research Publication

Local Infrastructure

NVIDIA Blackwell, DGX systems and multi-GPU configurations. Running frontier models on our own hardware.

Agentic Workflows

Building AI agents for real work. Claude Code, automation systems, multi-step pipelines.

Open Research

We publish what we learn. Observations, experiments, things that surprised us.

Understanding AI from the inside

We run local AI infrastructure, build agentic workflows, and work with frontier systems daily. Not benchmarks. Real use. We are interested in what happens when you rely on these systems for consequential work.

Our research is informed by doing: deploying systems, observing behaviour, documenting what we find.

Local AI Infrastructure

Active

Running frontier models on local hardware. NVIDIA Blackwell, DGX systems, multi-GPU configurations. Complete control over what we test and how.

Agentic Workflows

Active

Building and testing AI agents for real work. Understanding where they succeed, where they fail, and what robust design looks like.

Reliability Research

Active

Documenting how AI systems behave in practice. Failure modes, edge cases, the gap between claimed and observed capability.

2026-01-26

What Breaks When Agents Run

Observations from building agentic workflows. Where they fail and what we have learned.

2026-01-23

How We Arrived at Packs

On context ownership and the quiet problem nobody talks about.

All writing

AI systems are being deployed. Right now.

We are building with these systems, testing them, and documenting what we learn. Research grounded in practice.

0 AI queries this hour
~3-15% Estimated hallucination rate

Interested in what we are building?

We are open to conversations about research collaboration, advisory work, and support for what we are building. If you find this interesting, reach out.

Get in touch