About
I'm a business analyst, applied AI researcher and builder, based in Scotland. I spent six-plus years in digital transformation and requirements engineering in the UK and Nigeria, working out what organisations actually need before anyone writes a line of code.
That habit shapes how I look at AI: I care less about whether a system produces an impressive answer and more about whether anyone can show the answer is right.
I'm a co-author of three papers on multi-agent evaluation and causal reasoning. One is published by IEEE (AAIML 2026); two have been accepted at ICSRS 2026 and are awaiting publication. I'm a Professional Member of BCS, The Chartered Institute for IT.
What I write about#
- Evaluating AI agents
- Multi-agent systems and causal reasoning
- Building voice agents: design, guardrails and failure modes
- AI implementation in real organisations, through the business-analysis lens
- UK and Scottish AI: policy, ecosystem and what it means in practice
Who it's for#
Practitioners and decision-makers who have to put AI into real work: AI engineers, product and delivery teams, business analysts, and technology leaders who are asked to sign off AI output. I aim to be technical enough to be credible to engineers and plain enough for a semi-technical reader.