Category

Machines

The technical and computational layer of education. Generative AI, EdTech, the instruments that increasingly mediate teaching. Not whether to use them, but how, why, and what they do to the work of learning.

Related Publications

  1. 2026. Generative AI in work-integrated learning: supporting pre-service teachers' emotional labour and self-management in Australian initial teacher education. British Journal of Educational Technology.
  2. 2025. Generative AI for supporting pre-service teachers in work-integrated learning, self-management and crisis resolution. Australasian Journal of Educational Technology.
  3. 2026. Beyond guesstimating: Calculating student workload in fully online micro-credentials. Australasian Journal of Educational Technology.
  4. 2026. A research-based student workload calculator. ASCILITE Blog.
  5. 2026. Designing for the uncertain: Rethinking secure assessment in creative disciplines. HERDSA Connect.
  6. 2025. Adapting HDR supervision practice at the speed of trust with generative AI. Teaching@Sydney.
  7. 2025. Enhancing reflective practice with AI-facilitated dialogue. HERDSA Connect.
  8. 2025. Mentorship with ChatGPT to support self-regulated learning of pre-service teachers before and during placements. Education Sciences.

Posts in Machines

  1. On the Meter

    Common tiers, common classrooms

  2. The machine question

    A placeholder for writing about AI and the tools of teaching.