Essays and field notes
Pull the thread.
Test what holds.
Write what remains.
I write from inside the work: building reliable AI systems, turning what survives into useful products, and learning how to compound the value into lasting family capital. These are notes from the current problems, wrong turns and discoveries shaping my next chapter.
The work
Three parts of the same journey.
Inside the work
AI systems under real constraints
Field notes from building, evaluating and operating agents inside organisations where decisions have consequences.
Explore the field notes →Products from the work
Turning what works into products
Experiments in shaping lessons from the work into Foundry, useful tools and repeatable ways of working.
Explore the projects →Ownership and compounding
Compounding value over time
Learning how independent work, ownership and investing can become lasting family capital.
Explore the essays →Projects in the work
The projects make the ideas testable.
In development · Foundry
Building the operating platform for trustworthy AI work.
Turning business knowledge, judgement and intent into governed AI operations that create measurable value, learn from real work and improve over time.
Exploring · dawn.surf
A personal operating system for turning messy real-world information into something useful.
Future notes on the engineering, data and product decisions worth explaining publicly.
Ways of working
Reusable skills, prompts and operating patterns.
Released when they are genuinely useful, with context on where they work and where they do not.
Explore the writing
Follow an idea as it develops.
Email notes
Notes when something holds.
Occasional essays and field notes from inside the work. No publishing calendar.