I architect agentic AI systems that change how enterprises operate.

Engineer and systems architect working at the interface of people, business, and AI. My focus is shipping AI systems that reshape how organisations actually do their work.

One instinct has run through everything I do: find the inefficiency in a system and engineer it out. Each step took that instinct up a level of abstraction, from molecules, to machines, to whole processes, to reasoning and judgement itself.

Chemistry. Efficiency at the molecular level: analytical chemistry in industry, using structured experimental design to improve product performance (work that fed into a patent filing).

Engineering. Efficiency at the level of the machine: researching the fluid dynamics of fuel injection with high-speed laser microscopy and image processing, moving from MATLAB into Python, while lecturing and supervising graduate students.

Software. Efficiency across whole processes: tools that took the friction out of real businesses, an automated cryptocurrency brokerage with open-banking integration and spread modelling, algorithmic trading systems, and data pipelines that turned huge, noisy national datasets into targeted prospect lists for frontline teams.

AI. Efficiency in reasoning and judgement itself: systems that read and understand large volumes of documents, and that draft new ones from templates, call transcripts and structured input.

• Agentic orchestration: systems where multiple AI agents and services coordinate to handle work too complex for a single model or a single step.
• Document intelligence: turning large volumes of unstructured documents into structured, queryable, and trustworthy answers.
• Domain modelling: translating messy real-world domains (legal, financial, operational) into formal structures that AI systems can act on with precision.

I architect and ship through Coupled Logic → github.com/coupled-logic

C#/.NET · React/TypeScript · SQL Server / PostgreSQL (+ vector stores) · Python (ML & prototyping) · Node.js

Also: smart-contract and distributed-systems work across EVM and Solana.