Notes from practice.
On adopting AI in companies and organizations, tools for researchers, and my own path in the world of AI.
AI lets one person take on many roles – and do them well
One person or a small team can do today what once took many hands – once the foundation is in place. What I see in the small firms I work with.
Your AI Project Is Only as Good as the Data Behind It
The hardest part of an AI project is the data. On collecting, cleaning and verifying it before you trust it, with examples from real projects.
AI and Academic Research: Tools That Are Changing How Researchers Work
AI tools built for academic research: Consensus, Elicit, NotebookLM and more. What they do, where they help, and how to use them responsibly.
Why implementing AI in a company takes several months – and why that's a good thing
Why a one-off AI training rarely sticks, and why multi-month projects lead to real change in how organisations actually work.
How I learned AI – my personal map
My personal map of learning AI: the courses, the tools, and what actually worked. A subjective guide for anyone just getting started.