Personal project — open source
Swotta
Revision system for GCSE and A-Level students using spaced repetition, mastery tracking, and AI study sessions with structured context.
Open source · 1,605 tests · Architecture docs public
Read moreI build workflow systems, structured AI, and backend infrastructure.
Currently in education and healthcare — operations where state and oversight are the hard part, not the interface. Before software, I was a Head of Sixth Form. The education work is personal.
Based in Essex, UK. Available for remote contract work.
Work
Clinic operations system
RevKept
Workflow automation for clinic operations: booking integration, event-driven gap detection, outreach logic, and staff tooling.
Production
Read moreSchool workflow system
Outleap
Internal workflow system for schools covering drafting, evidence, oversight, and action queues in a high-trust environment.
Production
Read moreNotes
Clinics
What clinic software gets wrong about cancellations
Most products treat empty slots as a messaging problem. The real problem is capacity detection, timing, and giving staff a queue they can trust.
Schools
What schools actually need from AI student-support tools
Schools do not need another chatbot. They need AI to fit around evidence, review, deadlines, and staff oversight.