I am an independent human capability architect working across education and institutional capability in the AI era.
I help organisations identify the consequential capability question beneath a proposed course, platform, credential or change programme; determine what evidence would make capability visible and trustworthy; and design the learning, assessment, recognition, governance and AI-enabled systems required to support it.
My practice sits where human judgement, learning, assessment, recognition and technological change meet. The aim is practical: help institutions make better capability decisions and build systems that hold up in the real world.
“Graeme and I have worked on several projects together over the last six years, all for national-level initiatives. Graeme’s work is thoughtful and creative and he cares about projects that are both technically strong and, more importantly, that assist improvements in tertiary education. He pivots easily across a broad range of education contexts.”
— Linda Keesing-Styles, Tertiary Education Consultant
“[Graeme is] one of the most insightful and capable education professionals I have worked with”, combining educational expertise, cultural responsiveness and intellectual rigour.
— Annette Tofaeono
How the practice is commissioned
Capability discovery and assurance
Clarify the capability, evidence, dependencies and decision risks before committing to an intervention.
Credentials, assessment and recognition
Turn real capability into credible evidence, recognition and progression.
AI-enabled learning and institutional capability systems
Use AI to strengthen learning, evidence and professional judgement—not merely accelerate output.
Established authority
My established practice spans professional learning and capability development; adult literacy and numeracy; vocational and tertiary education; educator development; learning and assessment design; neurodiversity; credentials and recognition; and culturally responsive educational practice, including work with Māori and Pacific approaches, frameworks and contexts.
I hold a Master of Language Teaching with First Class Honours and have published a substantial body of writing on AI, education, culture and learning.
Explore established practice →
Current proof
Visible Thinking Designer is a self-owned, working public prototype that translates the abundant-output problem into a practical educator-facing design instrument.
It is evidence of current design practice, not proof of institution-wide impact.
Read the Visible Thinking Designer briefing →
Boundaries
I am technology-aware and vendor-independent. AI-enabled does not mean AI-led: human judgement, consent and responsibility remain operative.
Where technical deployment, infrastructure or culturally governed work is involved, I work with the appropriate specialists and partners; I do not claim their authority.
How the work develops
The usual sequence is discovery, advisory brief, bounded architecture commission, implementation support and periodic review. Workshops may appear inside that sequence. They are not the destination.