Case Study · Speculative Design

Lumina:
Your Learning Partner

A scenario immersion for the future of neurodivergent learning.

A speculative AI learning app designed around Sophia, a brilliant 9-year-old autistic learner, exploring how future education systems might support cognitive difference without turning support into control.

Designed for every kind of mind.

Hero Mockup Laptop
Project Snapshot

At a glance

Role
Futures researcher, UX strategist, speculative product designer
Course
Parsons Immersive Scenario Planning
Methods
Manoa / Four Futures, speculative design, artifact-based futures, UDL-informed UX
Tools
Figma, Lovable, AI prototyping, scenario mapping
Output
Interactive prototype + final scenario immersion + portfolio case study
Audience
Educators, parents, learning designers, AI product teams
The Future Question

How might AI reshape education systems for neurodivergent learners by 2035, and when does support become control?

Context

Why This Matters

Many education systems still privilege linear output, standardized progress, speed, compliance, and written performance. For neurodivergent learners, this can make intelligence harder to see. This project asks what might happen if learning systems were designed around cognitive difference from the beginning.

Method

Scenario Method

I used the Manoa / Four Futures method to explore multiple futures across continued growth, collapse, discipline, and transformation.

Manoa 1 Growth
Manoa 2 Collapse
Manoa 3 Discipline
Manoa 4 Transformation

The final immersion focuses on the Transformation scenario: Human by Design.

Scenario

Human by Design

In this future, education systems are designed around cognitive difference rather than standardization. Neurodiversity becomes a core design principle. AI supports learner agency, emotional safety, flexible expression, pattern recognition, and individualized pathways.

Tension

AI can support a child beautifully, but it is still interpreting the child.

Sophia, a 9-year-old learner

Sophia · age 9

Pattern seeker · Visual thinker

Persona

Meet Sophia

Sophia is a brilliant 9-year-old autistic learner. Her thinking is visual, associative, deep, nonlinear, and curiosity-driven.

Sophia is the expert on Sophia.

Pattern seeker
Deep focus thinker
Visual learner
Sensitive to overwhelm
Needs choice and calm steps
Expresses ideas in multiple ways
The Immersion

Lumina: Your Learning Partner

Lumina is a speculative AI learning partner designed to help Sophia explore ideas, write, regulate, and understand her own learning patterns, without grades, scores, or pressure.

Walkthrough

Feature Walkthrough

01

Idea Universe

Sophia explores connected ideas visually, turning nonlinear thinking into a navigable idea map.

02 Idea Universe
02

Ocean Clues

A mini lesson connecting oceans, animals, climate, cities, and people through visual, choice-based learning.

03 Ocean Clues Lesson
03

StoryBridge

A writing mini-game that helps Sophia move from big ideas into words and sentences through tiny visual steps.

04 StoryBridge Game
04

My Brilliant Brain

A neurodivergent-affirming section that explains autism through strengths, self-knowledge, and agency.

05 My Brilliant Brain
05

Lumina's Understanding

An AI reflection layer that makes interpretation visible and lets Sophia correct what the system thinks it noticed.

07 Lumina Understanding
Design Principles

Five guiding principles

Principle 01

No grades, no pressure.

Principle 02

Choice before correction.

Principle 03

Visual structure over verbal overload.

Principle 04

Regulation is part of learning.

Principle 05

AI interprets, but the child defines.

Ethics

When Does Support Become Control?

Lumina is intentionally hopeful and critical. It shows how AI could support a neurodivergent child beautifully, while also making visible the risk that AI systems may label, steer, or misinterpret cognition.

"Lumina makes gentle guesses. Sophia can always correct it."

Responsive Prototype

Designed Across Screens

The prototype is designed to feel like a real learning companion across desktop, tablet, and mobile contexts.

Prototype walkthrough · Sophia's Lumina session
Hero Mockup Laptop
Hero Mockup Tablet
Hero Mockup Mobile
Process

From Scenario Mapping to Immersion

The project moved from signal clustering and scenario mapping into a speculative interface prototype, transforming text-heavy futures work into an interactive learning artifact.

Full Manoa archetypes board: four scenario columns with cinematic future imagery and key signals
Full ISP Board · Manoa Archetypes & Scenario Revisions
ISP 01 Signals
01 · Signals
ISP 02 STEEP
02 · STEEP Categories
ISP 03 Clusters
03 · Clusters
ISP 04 KeyInsight
04 · Key Insight
ISP 05 Matrix
05 · Scenario Matrix
Final Reflection

What if a learning system saw nonlinear thinking as intelligence, not distraction?

Feedback

Feedback I'd Love

Enter Lumina

Explore the working prototype in progress.

Enter the Prototype →