For collaboration
My main research project is Metacog: governance infrastructure for AI-assisted professional work. I am interested in collaborators who can help test the architecture against real workflows, especially where human judgement, evidence and accountability must remain clear.
Work
- Metacog
In development
Governance infrastructure for AI-assisted professional work: keeping human authority, challenge and provenance visible when an output is relied upon.
- AI Build Harness
Prototype
A prototype for agentic software delivery that separates implementation from review and treats cost, evidence and human intervention as design concerns.
- Mojo OS
In development
A personal AI environment exploring how continuity and specialist reasoning can coexist without one assistant becoming an authority on everything.
- Adaptive Career Training
Research
A research concept that combines a map of prerequisite knowledge with analysis of learner explanations to identify gaps in understanding.
- CACV
Research
An experimental organisational model for autonomous commercial activity, with human authority over consequential resources and risk.
- Power Platform ALM pipeline
A controlled route from development through testing and UAT to production, designed to make low-code application releases repeatable and supportable.
- Illuminate
A Power Platform approvals application that brings requests, supporting evidence and decision history into a structured workflow.
- Business modelling and Excel automation
Delivered
Self-taught Excel and VBA, developed through business modelling and extended into reusable analytical tools and reporting workflows.
- From business problem to working process
Research
The questions I bring to a potential engagement, from commercial purpose to implementation and evidence.