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.

Operational problem
Existing revision tools track time spent, not mastery gained. AI tutoring without structured student context is just a chatbot.
What I built
Scheduling engine (modified SM-2), AI study sessions with context assembly, source ingestion pipeline, parent reporting, multi-tenant identity model.
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Clinic operations system

RevKept

Workflow automation for clinic operations: booking integration, event-driven gap detection, outreach logic, and staff tooling.

Operational problem
Empty appointment slots were managed through diary checks, ad hoc outreach, and fragmented staff memory.
What I built
Booking API integration, automated gap detection, AI-assisted outreach, standby claiming workflow, and an operations dashboard.
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School workflow system

Outleap

Internal workflow system for schools covering drafting, evidence, oversight, and action queues in a high-trust environment.

Operational problem
Student-support work was spread across documents, inboxes, spreadsheets, and inconsistent staff processes.
What I built
AI-assisted drafting, evidence bank, reference studio, staff action queue, pipeline visibility, and audit trail.
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Hiring for something similar?

I'm available for remote contract work. Private code walkthroughs on request.