Attack or Typo
Explore “Attack or Typo”: an experiment in using typing rhythm and keyboard movement patterns to recognise password typos and help authenticate users.
Curious data pro by day, Tech tinkerer by night. Notes from a curious data professional, shared for people who enjoy thinking things through.
How confidence and capability change when ordinary people start using generative AI.
Explore “Attack or Typo”: an experiment in using typing rhythm and keyboard movement patterns to recognise password typos and help authenticate users.

Feeling out of place on the sidelines? A reflective look at being a non‑sporty parent in a sports‑obsessed world, supporting kids to enjoy the game, build soft skills and find their own relationship with sport—without becoming a pushy “sports parent”.
One of the things I have learned from working in data and analytics is that continuous improvement never really ends. Even when something works, there is always another question worth asking: Can I do this better?
A personal reflection on working behind the scenes at university graduations – floor managing ceremonies, data, and theatre to help others shine on stage.
Enterprise AI needs more than guardrails. This article explores ontology, governance, and a semantic control plane for safer, context-aware agents.