Weaving AI into human systems - one loop at a time.
Essays on building, evaluating, and deploying AI in the real world - and how organisations change around it.
The operating system of the AI-augmented organisation - how policy encoded as code and intent expressed as prompt together shape how teams work with AI at scale.
How do you measure an agentic system when the “correct” output isn't known in advance? Evaluation without ground truth - constraint checks, reasoning traces, drift detection, blind panels, and confidence mapping - and why the rigour gets deeper, not lighter: you build evidence for trusting its judgment within defined boundaries.
More essays in progress.
Occasional short stories - thinking about intelligent machines from another angle.
More short fiction, in the works.
Applied AI leader - ideating, building, and shipping AI systems for real-world use cases.
Focused on bringing the research of the controlled environment into messy reality. I've worked across customer, product, and research - the writing here is from that vantage point.