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This Is Graeme

Human capability, education, and systems transition in the AI era.

What this work looks like

Practical human capability for education and workforce systems — helping organisations move beyond experimentation into confident, real-world AI integration.

NZQA-Recognised Micro-credentials

Practical, assessed micro-credentials designed to build real-world capability across education, workforce, and community contexts.

Stewardship for the AI Era

Te Aho is an evolving initiative exploring capability, stewardship, and human-centred systems in the AI era.

Educator First

Three decades in vocational and tertiary education — designing for real learners, educators, and organisations.

Human Capability

Focused on capability, judgement, and meaningful adaptation in the age of AI.

Systems Thinking

Designing practical frameworks, learning systems, and capability pathways that hold up in the real world.

Real-World Application

Turning ideas into practice across education, organisations, and workforce contexts.

Latest Writing

AI, Assessment, and the Growing Capability Trust Problem

Generative AI didn’t suddenly break assessment systems. It exposed fragile…

Diagram of the Recursive Learning Loop showing expression, reflection, recognition, refinement, and return

Recursive Pedagogy: Learning in the Age of Reflective AI

Most debates about AI in education focus on cheating, productivity,…

Blueprint-style diagram showing AI music authorship as a system, with tools and inputs flowing into a central “author” who selects, shapes, and resolves ideas into a finished musical work.

Authorship After the Machine: Why I Don’t Make “AI Music”

I don’t use AI to replace creativity. I use it…

Cover art for the album Midnight Congregation by THISISGRAEME

Midnight Congregation — THISISGRAEME

Midnight Congregation is the latest album from THISISGRAEME — a…

FAQs

Do you offer consulting or advisory work?

Yes — selectively.

I work in an advisory and consulting capacity with educators, leaders, and organisations on AI capability, governance, and system design. This ranges from short strategic conversations to longer-term work embedded in programmes or organisational change.

Is this about AI tools or technology training?

No — not primarily.

The focus is on judgement, governance, and capability around AI rather than specific tools. Tools change quickly; capability needs to last.

Do you work with institutions, individuals, or both?

Both.

Most work is with institutions and organisations, but I also work with individual educators and leaders — particularly where their role shapes wider systems or practice.

How does this relate to NZQA and compliance requirements?

Where relevant, the work is designed to operate within existing regulatory and quality frameworks, including NZQA. This includes assessment-based approaches and NZQA-recognised micro-credentials where appropriate.The aim is alignment, not workarounds.

Do you do other kinds of work?

Yes.

This work builds on long-standing experience in literacy and numeracy, cultural capability, inclusive education, and system-level education design. These foundations shape how I approach AI — particularly around judgement, equity, and real-world use.