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Functioning prototype

From curriculum complexity to a working AI prototype.

An AI-supported Scheme of Learning connecting course information, planning and adaptive support.

APPROACH

Iterative prototyping · SAM-aligned

Short build–test–refine cycles describe this prototype. The approach is SAM-aligned; this is not a claim that a formal SAM programme was followed.

V1 → V2A week of testing and iteration
01 / THE CHALLENGE

An Assistant Principal asked for a more consistent approach to curriculum planning, without losing sight of individual learner needs.

Course information was the starting point. The design challenge was to bring relevant sources together and create useful planning outputs that staff could check.

02 / THE APPROACH

Understand. Build. Refine.

  1. 01

    Version 1 used curriculum and course information to generate a more limited set of planning outputs.

  2. 02

    Version 2 incorporated Gemini and a more closed, grounded knowledge environment using Notebook-style information.

  3. 03

    Google Sheets and Apps Script connected the workflow. AI-assisted scripting supported experimentation; debugging and checks were still essential.

  4. 04

    BRAG-style learner indicators could inform suggested stretch challenges or support activities, with professional review before use.

CONCEPTUAL WORKFLOW · SELECT A STAGE
Course information

Curriculum specifications establish the source material.

Process reconstruction, not a screenshot of the prototype.
03 / THE EVIDENCE

What changed.

A functioning prototype emerged after approximately a week of experimentation, debugging and iteration. This is prototype evidence; an organisation-wide rollout has not been confirmed.

04 / REFLECTION

What I would carry forward.

Grounded sources and clear output structures matter more than a clever prompt alone. Adaptive suggestions still need a knowledgeable person to check relevance and accuracy.

What I’d test next

Test output quality against agreed planning criteria, assess data governance and compare staff effort before considering a wider pilot.

Beyond education

The same discovery-to-prototype approach applies to knowledge workflows, enterprise learning and operational guidance.

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