Labs
These are ideas I’m actively exploring: half-built AI coaches, early prototypes, and concepts I’m testing to see whether they’re useful, interesting, or even viable at all.
They’re not “done enough” to be tools - and they may never be. Labs aren’t beta tests or early access products; they’re experiments. Some will evolve into something more solid, others may pivot dramatically, stall indefinitely, or disappear entirely.
Everything listed here is something I’m not yet comfortable putting in front of other people - but I’m sharing them anyway. If you’re curious, want to follow the thinking, or enjoy seeing work-in-progress, you’re very welcome to look around and I'd love your feedback.
Worthsmith
A way to think more clearly about value, trade-offs, and priorities.
Worthsmith explores how value is framed, compared, and communicated in product and delivery work.
It’s currently experimental and focused on sense-making rather than answers.
Learn more about WorthsmithWardley Mapper
A way to explore Wardley Mapping concepts interactively.
Wardley Mapper is an experiment in making mapping concepts more approachable and interactive.
It’s incomplete by design and intended as a thinking aid rather than a formal modelling tool.
Learn more about Wardley MapperDocCheck
A lightweight CLI that keeps your CLAUDE.md in sync with reality.
A CLI tool that generates and validates CLAUDE.md files by inspecting how your project actually works.
Because documentation should describe reality, not aspiration.
Learn more about DocCheck