London, UK
Building resilient product systems with software and AI.
I am a full-stack software engineer and AI orchestrator with over 10 years of experience shipping scalable digital products across React, Next.js, Node.js, and modern delivery pipelines.
Current Focus
Engineering foundations for AI-native products and teams.
Platform migrations and architecture for high-growth systems.
Delivery leadership from strategy through production launch.
Writing
Recent posts
Mar 26, 2026
articleUnder the Hood: What Actually Happens When an LLM Speaks
A continuation. My last post asked whether we trust AI too much. This one goes a level deeper — into the mechanics that produce those convincing outputs, and what they reveal about language itself.
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Mar 18, 2026
articleWe Gave Autocomplete the Keys
We're starting to treat AI like it understands what it's doing, but it doesn't. It's just predicting what comes next, without any real awareness or judgment. The real risk isn't that it makes mistakes, it's that those mistakes look convincing enough for us to trust them.
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