Just about every senior leader has already decided to adopt AI. The all understand the risks of not doing, and a large proportion of them understand the risks of doing so. The question some aren't asking is what happens when one of the risks becomes real, and whether they can recover from it.

A review of research paper 'The AI Layoff Trap' by Falk and Tsoukalas

Review of the AI-powered Grand National 2026 prediction and statistical analysis

Comparison of my Claude-powered Grand National statistical analysis with BBC Sport's predictions

Evaluating Claude Sonnet 4.6 for 'reasoning redline', defensive hallucinations and structural bias.

Training a specific AI model to recognise koi and categorise them more effectively than an Anthropic off-the-shelf LLM.

Building an Anthropic-powered image recognition tool for koi breeds and individual fish

A vibe-coding horological workout for Claude, generating a fully-functional, animated Grand-Complication web application.

This project explores Claude's data analysis capabilities, with the upcoming Grand National as it's subject.