Writing on engineering leadership, AI & data strategy, and research-to-product.

Long-form notes on the things I’ve been wrestling with: running engineering organisations, productising data work, and the awkward gap between research-grade systems and commercial product. Collected in chronological order.

Notes from the field: my second week at JII, training at the Accra photosynthesis hackathon

First entry in a recurring short-form series. My second week on the job at JII, I was on a plane to Accra to help train plant breeders, crop physiologists, statisticians and data scientists at the first dedicated photosynthesis hackathon. A few notes on what made it work, on what I learned about training a room full of domain experts, and on what the platform underneath quietly enabled.

Boosting efficiency with data-driven software development

In the ever-changing world of software development, the need to adapt and innovate is constant. One way to maintain efficiency and relevance is to adopt a data-driven approach, and integrate it deliberately into the development lifecycle.

The case against Husky and Git hooks

Pre-commit hooks promise to catch issues early. In practice they punish work-in-progress commits, get bypassed when convenient, and let the actual quality bar sag. Branch-protection and PR-level checks are a better place for the rules to live.