Accelerate Into the
Agentic Era.
Seven startups from the inside. Two acquired. Now I write about and work with engineering leaders navigating the AI shift, through the signals that actually matter: people, process, architecture, and measure.
Four signals every engineering org sends
Every product and engineering organisation tells you how it’s really doing, if you know where to look. These are the four dimensions I use to diagnose health, guide decisions, and drive improvement.
People
Hiring architectures, career leveling, and the psychology of high-trust engineering cultures.
Process
Eliminating friction through lightweight SDLC, incident response maturity, and RFC cultures.
Architecture
Building for 10x scale while maintaining 1x simplicity. Tactical debt management and cloud strategy.
Measure
Beyond DORA. Connecting engineering output to business outcomes through precise technical telemetry.
Observe, measure, improve.
I studied Civil Engineering, then spent years mixing, curing and testing high-strength concrete. Observing, measuring and experimenting are second nature to me. My PhD work at Cardiff gave me a simple lesson: you can’t improve what you don’t measure.
That same scientific rigour now drives how I assess engineering organisations. Every product and engineering org sends four signals: People, Process, Architecture, and Measure. No hand-waving. No gut instinct alone. Data over opinion.
I started by measuring the strength of concrete. Now I measure the strength of product and engineering organizations.
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