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Work / AI-assisted academic authoring

A staged authoring workflow for programme foundations, research, assessments and curriculum documents.

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Original Curriculum Generator programme foundation screen with a fictional sample programmeOriginal application interface · captured locally with fictional demo data.
01 / Overview

The system at a glance.

System
AI-assisted academic authoring
Focus
AI
Status
Live application
02 / Challenge

The challenge.

Keep research, learning outcomes, teaching material and review connected through curriculum authoring.

03 / System architecture

How the parts connect.

A staged workflow links programme context, source material, generated drafts and human review.

Conceptual system map.
04 / Core modules

What it handles.

01
Programme foundations

Define the audience, academic level, delivery mode and programme scope.

02
Competency frameworks

A separate authoring stage structures knowledge, skills and competencies.

03
Learning outcomes

Connect programme and module learning outcomes to the curriculum structure.

04
Course structures

Organise modules, topics, hours and prerequisites.

05
Source review

Review research references in the context of modules and learning outcomes.

06
Assessments

Dedicated stages cover assessments, assignment packs and summative examinations.

07
Lesson plans

Lesson plans, case studies, glossaries and presentation generation have distinct workflow stages.

08
Document packages

Export programme documents, individual steps and structured JSON data.

05 / User experience

A workspace for each role.

A visible step navigator, version history and export workspace keep long authoring processes manageable.

06 / Key workflows

The work, end to end.

  1. 01Programme foundation
  2. 02Learning outcomes
  3. 03Course framework
  1. 01Research sources
  2. 02Review
  3. 03Teaching material
  1. 01Completed steps
  2. 02Document package
  3. 03Export
07 / Technology

Engineering focus.

Next.js / TypeScript / Express / MongoDB / Redis / Retrieval and AI generation

Project infrastructure details are not published.

09 / Outcome

What we delivered.

An AI-assisted academic application with staged authoring and document export workflows.

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