Products That Work

Open source tools. Real problems. Verifiable results.

Adjoint builds specialist software for AI infrastructure, medical physics, industrial quality control, and education. Every product has a repo. Every claim has evidence.

Illustration of a rocket launch, representing shipping products

What We Build

Four domains, one principle: ship tools that solve real problems.

AI & Observability

Agent infrastructure and monitoring tools

LGTM Observe

open source CLI

Production observability for AI agents. Logs, traces, and metrics through the LGTM stack (Loki, Grafana, Tempo, Mimir). Framework-agnostic, self-hosted, no vendor lock-in.

Grafana Loki Tempo Prometheus
View on GitHub

Agentic Skills Platform

framework

A composable library of LLM-native skills for agent workflows. Token-efficient, context-aware, observable. Turns Claude Code, GPT, and other agents into domain specialists.

Claude Code MCP Skills
View on GitHub

llm-secrets

open source CLI

Workload identity for AI coding agents. Mints signed, cryptographically-scoped bearer tokens (macaroons) instead of handing agents raw credentials — narrowed to one secret, one branch, one agent, one TTL. No get command; plaintext never touches stdout.

Rust Macaroons Workload Identity
View on GitHub

Health & Medical Physics

Dosimetry, imaging, and Monte Carlo simulation

Chromadose

open source CLI

Radiochromic film dosimetry. Multichannel calibration, dose analysis, and gamma evaluation for Gafchromic EBT film. Used in proton and photon therapy QA.

Python Gafchromic Dosimetry
View on GitHub

Tissue Quant

AI-powered CLI

Automated tissue quantification for histology and medical image analysis. State-of-the-art AI segmentation with structured CLI output for reproducible measurements.

AI Segmentation Histology CLI

OpenRT

service

Monte Carlo radiation transport as a service. Built on EGSnrc, the gold-standard toolkit for radiation dosimetry simulation. Accessible via API for research and clinical use.

EGSnrc Monte Carlo Fortran/C++

Industrial

Advanced Factory Automation Systems — AI-native tooling built on open standards

PLC Toolkit

open source CLI + MCP

LLM-native PLC development toolkit for IEC 61131-3. AI-assisted Structured Text, Ladder Logic, and Function Block Diagram development with version control and CI/CD built in.

IEC 61131-3 MCP Server OPC-UA
View on GitHub

QC/SPC as a Service

SaaS

Statistical process control for manufacturing and laboratory environments. Control charts, capability analysis, and automated out-of-control detection. Quality monitoring without the enterprise price tag.

SPC Control Charts Manufacturing

Digital Twin

platform

Smart building and home automation with a digital twin approach. Calendar-aware, event-driven, fully integrated with lighting, cameras, and voice control.

IoT Home Assistant Automation

Education

AI-powered tools for teaching and assessment

Exam Paper Generator

tool

Extract questions from past exam papers and generate new exam-style questions using AI. Supports UK exam boards (AQA, Edexcel, OCR, WJEC) for GCSE and A-level subjects.

AI Generation UK Curriculum Assessment

How We Work

We lead with products, not promises. Consulting follows from demonstrated capability.

Products First

Every service we offer is backed by a working tool. If we claim expertise, there's a repo to prove it.

Open Source

Our core tools are open source. You can inspect the code, run it yourself, and contribute improvements.

Domain Expertise

MPhys, MSc Medical Physics, MSc Computational Science. Not generalists playing at specialisms.

Upstream Contributors

We contribute back to the tools we use. Active contributor to EGSnrc (NRC Monte Carlo toolkit) and other open source projects.

Real Results

A sample of what this looks like in practice.

NCFE

AI Training Curriculum

Acted as technical authority on the development of AI training curriculum for NCFE, a national awarding body — shaping how AI is taught to learners across the UK.

Medical Device Manufacturer

AI Troubleshooting Knowledge Base

Built a RAG-based AI knowledge base grounded in the client's own technical documentation, dramatically cutting troubleshooting time for field engineers.

Industrial Manufacturing

LLM-Ready Industrial Documentation

Converted wiring diagrams and technical documentation into LLM-ready formats, built and open-sourced PLC Toolkit for AI-assisted PLC development, and deployed on-site edge gateways running Kubernetes-based data pipelines.

Build with us.

Open source products. Domain expertise. Real results.