Exploring how AI reshapes organisations, education, and software itself
Research-led AI work, public products, and ideas for better decisions.
I use this platform to publish research-backed ideas, open products, and educational material alongside a full-time AI leadership role. The focus is on public work worth shipping.
- Enterprise AI leadership
- Research and teaching background
- Selective public product building
Platform focus
Research, teaching, and selective products built in public.
The work here aims to make AI more rigorous, more useful, and easier to inspect. It spans experiments, writing, teaching, and tools built around better decisions.
Featured project
ZenInvest is the flagship open project on the site.
It brings together product design, model orchestration, human oversight, and a research-led approach to one of the hardest consumer AI domains: investing.
featured
ZenInvest
ZenInvest is an open-source investing system that structures research, screening, and execution for retail investors. It combines model collaboration, deterministic risk controls, and clear operator oversight so decisions stay inspectable.
Retail investors face information overload, research drag, execution overhead, and too many opaque tools. ZenInvest is designed to reduce that burden without pretending judgment can be outsourced.
Capability Screens a broad US equity universe with sector-aware discovery
Capability Combines market data, news, ratings, and model-generated reasoning
Capability Logs portfolio actions with audit trails and operator visibility
Why it stands out
- Open-source and inspectable
- Human-in-control decisions
- Research posture over return promises
Focus areas
Three strands of work shape the site.
Leadership, research, and independent building each play a different role in the work published here.
Enterprise AI leadership
Experience shaping AI strategy, operating models, governance, and delivery in complex regulated environments.
Research and education
A background in mathematics, academic research, and teaching that keeps the work intellectually rigorous and accessible.
Independent innovation
Public-facing experiments, open products, and applied thinking that turn ideas into systems others can inspect and learn from.
About
A perspective shaped by research, teaching, and industry.
I hold a PhD in Mathematics and spent four years lecturing at UK universities before leading AI strategy and delivery in financial services. That combination of academic rigour and industry reality shapes everything on this site, from how I write about AI transformation to how I build products like ZenInvest.
Read the full story Writing series
A four-part series on how AI is reshaping learning, organisations, and software.
The series now includes a published ZenInvest brief alongside upcoming essays drawn from academia, financial services, and independent product building.
- in-progress
- upcoming
- published
- upcoming