The thinking
Honest takes on AI, software development, and how teams actually work.
I write about the gap between AI's promise and what actually happens when engineering teams adopt it, and I help organisations close it.
The thinking
Honest takes on AI, software development, and how teams actually work.
What I do
Engineering transformation
There's a difference, and it's where most of the value gets lost.
I help engineering teams build the structure, discipline, and process that turns AI capability into consistent, quality output. Not faster chaos.
API strategy
Verbose responses, human-centric patterns, no concept of agent consumption.
I help organisations rethink their API strategy for a world where AI is increasingly the primary consumer, from GraphQL architecture through to AI-ready infrastructure.
Experience
I've spent my career at the intersection of engineering and commercial leadership, building and scaling teams across both sides of the equation.
200+
Engineering teams advised on API strategy and engineering practices, from scale-ups to Fortune 50 organisations.
£2bn
E-commerce operation transformed from monolith to microservices to federated GraphQL under my engineering leadership.
40,000+
Audience reached globally through keynotes and workshops on AI engineering processes, API strategy and GraphQL adoption.
