What this work looks like

Practical AI capability for educators and institutions — moving beyond policy statements and pilot projects into confident, governed use that holds up in the real world.

NZQA-Recognised Micro-credentials

Practical, assessed micro-credentials designed to help educators build real capability

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Stewardship for the AI Era

Te Aho is a learning framework that supports educators and organisations to build capability upstream — before tools, policy, or delivery decisions harden.

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Educator First

Decades in vocational and tertiary education, designing for real teachers and learners — not just tools.

Beyond AI Hype

Focus on governance, judgement, and practice — once the AI reaction phase is over.

Systems Architect

Designing systems for governance, judgement, and practice once the AI reaction phase is over.

Real-World Application

Turning ideas into practice across classrooms, organisations, and everyday work.

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FAQs

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.

No — not primarily.

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

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.

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.

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.