I design human capability infrastructure for the AI era.
My work focuses on the systems that make capability visible, verifiable, and transferable across learning, work, and organisations — from assessment and credential frameworks to workforce capability architectures and AI-enabled development systems.
Based in Aotearoa New Zealand, I work with educators, organisations, iwi, industry bodies, and sector leaders navigating the transition into AI-mediated learning and workforce environments. Increasingly, this includes partnership conversations around AI literacy, cultural capability, and knowledge sovereignty.
My focus is helping organisations and systems adapt to changing technological conditions without losing trust, judgement, or meaningful capability in the process.
Where To Start
The best way to understand my current work is through three connected pathways.
- AI Capability & Judgement: how educators, leaders, and organisations can use AI without losing human judgement, assessment integrity, or responsibility.
- Cultural Intelligence in Education: relationship-centred education, Māori and Pacific learning concepts, and culturally grounded capability development.
- AI Sovereignty & Intelligence Infrastructure: AI, knowledge sovereignty, governance, recursive pedagogy, and the systems needed for long-horizon capability.
Selected Work
My work includes:
- Developing AIHOA, New Zealand’s first public-facing tertiary education GPT initially launched by Ako Aotearoa in 2025.
- Designing adaptive AI tools and prototype systems including SCRIBE, ALEC, TAPA, and MILES.
- Contributing to national capability frameworks including Tapatoru and NZCALNE (Vocational/Workforce).
- Designing and delivering NZQA-accredited micro-credentials spanning AI capability, Iwi data governance, kaupapa Māori evaluation, neurodiversity-informed practice, and workforce development.
- Strategic advisory and R&D work across tertiary education, AI capability, and emerging learning systems.
Across these projects, the common thread is capability: how people, organisations, and learning systems recognise what matters, make judgement visible, and adapt responsibly in changing conditions.
How I Work
My approach combines systems thinking, capability architecture, instructional design, cultural frameworks, and practical implementation.
I’m particularly interested in questions like:
- How do we recognise meaningful capability in the age of AI?
- What forms of evidence still matter?
- Where should human judgement remain central?
- How do we build tools that support human thinking rather than replace it?
Alongside this work, I write, research, and publish on the systems and design questions that don’t yet have settled answers.
Across all domains, the throughline remains the same:
How do we help humans develop, recognise, and express meaningful capability in the age of AI?
FAQ
What do you mean by human capability infrastructure?
Human capability infrastructure means the systems, frameworks, assessments, credentials, tools, and practices that help people develop, recognise, verify, and transfer meaningful capability across learning and work.
What kind of AI work do you do?
I work on AI capability, judgement, governance, assessment integrity, learning design, and practical AI adoption. The focus is not only tool use, but the human and organisational systems needed to use AI responsibly.
Who do you work with?
I work with educators, organisations, iwi, industry bodies, and sector leaders navigating capability development, learning-system change, micro-credentials, cultural capability, and AI-mediated work.
How should someone start?
Start with the pathway closest to your work: AI Capability & Judgement, Cultural Intelligence in Education, or AI Sovereignty & Intelligence Infrastructure. For direct collaboration, use the contact details below.
Connect
For current work, the clearest starting points are:
- Services for AI capability, assessment change, NZQA micro-credentials, educator capability, and capability pathways.
- Signals for public interpretation on AI, capability, assessment, trust, workforce change, and structural transition.
- Works for books, music, artefacts, and creative systems that sit alongside the professional work.
- Contact for speaking, collaboration, advisory conversations, or project enquiries.
Email:
graeme@thisisgraeme.me