Engineering depth · Product judgment · Customer empathy

I learned engineering by building things that needed to exist.

From concert halls and early-stage companies to founder-led products, customer systems and applied AI.

Career path from music to AI systems engineering

012010—14

Musician

Royal Academy of Music

BBC Proms · European touring · Abbey Road

022015—20

Sales & growth

Early-stage teams

Customer listening · positioning · delivery

032021—present

Founder & builder

Origin Thread / WJETH

Supply chain · software · customer systems

042026—present

Applied AI engineer

Crispin / Latently

Agents · evals · MCP · context infrastructure

I’m a technical founder and product-minded engineer based in London.

I build AI agents, evaluation systems, context infrastructure and customer-facing software. I am most interested in the point where real user workflows expose limitations in a model or product — and in turning those limitations into reproducible evaluations and durable improvements.

My route into engineering was not conventional. I studied music at the Royal Academy of Music and performed at the BBC Proms at the Royal Albert Hall, toured Europe and recorded at Abbey Road Studios.

I then worked in sales, early-stage growth and marketing before founding Origin Thread. Building a physical product with blockchain-backed provenance forced me to learn software, coordinate suppliers and solve technical problems that did not have neat specifications.

That led to customer software for Gather Design, mobile applications, AI automation work, Crispin’s agent and evaluation system, and most recently Latently’s context infrastructure.

The common thread

The work is different, but the operating pattern is consistent: understand the real problem, build something useful, observe where it fails, and improve the system.

My non-technical experience remains useful. Sales taught me to listen closely. Marketing taught me to understand user motivation. Founder work taught me to make decisions with incomplete information and own the consequences. Music taught me how to practise, receive feedback and perform at a high standard.

I now bring those skills together in technical work that requires engineering depth, product judgment, customer empathy and clear communication.

The work starts with a useful product. Reality decides what changes next.