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Building

Work

All entries are placeholders — pending real content

Products

Web apps & products

Placeholder: Adaptive Feedback Studio — interface placeholder

Placeholder: Adaptive Feedback Studio

live

A web app that turns rubric feedback into a dialogue.

Placeholder problem statement: instructors spend hours writing feedback that students skim once. This product restructures feedback into prompts students respond to, closing the loop.

Research lead & product engineer

Next.jsPostgresLLM API

Live site

Placeholder: Design Review Companion — interface placeholder

Placeholder: Design Review Companion

in development

Structured AI assistance inside engineering design reviews.

Placeholder problem statement: design reviews drift toward the loudest voice in the room. This tool scaffolds evidence-based critique and records how judgements form.

Principal investigator

TypeScriptRealtimeClaude API

Repository

Placeholder: Curriculum Graph — interface placeholder

Placeholder: Curriculum Graph

in development

Maps a programme's learning outcomes as a navigable system.

Placeholder problem statement: curricula are systems nobody can see whole. This visualiser exposes dependencies between courses so programme redesign stops being guesswork.

Designer & developer

ReactD3Graph DB

Ventures

Ventures

Placeholder Venture One

Active

Co-founder · Educational technology

Placeholder description: a small studio building assessment tooling for engineering programmes.

  • Placeholder outcome — pilot deployments.
  • Placeholder outcome — team or funding milestone.

Visit

Placeholder Venture Two

Wound down

Advisor · Research tooling

Placeholder description: an open-source effort around studio observation and design-process analytics.

  • Placeholder outcome — community adoption.
  • Placeholder outcome — published toolkit.