Research Program — Adaptive Interfaces for Human Flourishing

Laundry Loop

Designing for the moment after motivation ends.

How might a physical interface reduce the decision burden required to complete a routine household task?

Laundry rarely fails at washing. It fails at completion. Laundry Loop explores whether a physical storage interface can carry more of the task structure.

See the Concept

Read the Scenario

Fig. 01 — The pile, and the rotation

Field observation — what looks like a storage problem may be a completion problem.

A behavioral truth

Laundry rarely fails at washing. It fails at completion.

The clothes are clean, but the task still requires sorting, categorizing, carrying, navigating, folding, and storing. By the time those steps arrive, the energy that initiated the task may already be gone.

The challenge may not be motivation. It may be what the system asks for after motivation has been spent.

Executive capacity fluctuates

Many household systems assume people have consistent attention, memory, energy, and motivation. They do not.

Tasks that appear simple often contain dozens of small decisions, transitions, and acts of remembering.

The task fails at the gap between clean and put away.

Narrative

Anna 32

AuDHD product designer

“I know exactly what I should do. I just can’t get through all the little steps.”

The wash cycle ends. The clothes are transferred. The basket reaches the bedroom. Then the task stalls. Clean clothes remain on the floor. A chair becomes temporary storage. “I’ll put it away later” becomes next week.

The issue is not that Anna does not understand organization. Categorization arrives at the point of lowest available energy.

Friction

Traditional clothing-storage systems often require:

These demands may be manageable when capacity is high. They become consequential when the person is tired, distracted, interrupted, or overwhelmed.

Remembering categories

Sorting before storing

Navigating several locations

Opening and closing multiple containers

Making repeated placement decisions

Preserving routines over time

Completing several steps without interruption

Desired state

Functional

Help me put clean clothing away with fewer steps and decisions.

Emotional

Help the task feel finishable rather than endless.

Experiential

Create a clear, satisfying interaction that makes continued movement easier.

Research insight

Across cognitive accessibility, occupational therapy, environmental modification, and executive-function support, a recurring principle appears.

Function may improve when demands are moved out of the person and into the environment.

This led to a reframing

The challenge was not maximizing storage. It was minimizing the friction between intention and completion.

The concept

A rotating storage interface.

Laundry Loop explores whether organization can be transformed from a multi-step categorization task into a simpler movement sequence — categories remain visible around a single central interface.

Conventional sequence

Laundry→ Sort→ Decide→ Navigate→ Open→ Store→ Repeat

Proposed sequence

Laundry→ Grab→ Rotate→ Place

The design hypothesis is that reducing navigation and repeated decisions may increase the likelihood that clean clothing reaches a defined storage location. The goal is not maximum storage density. The goal is a more finishable task.

Interaction model

Organized around four principles.

Reduce Decisions

Limit the number of placement choices required in the moment.

Preserve Visibility

Keep storage categories perceptible rather than hidden behind several doors or drawers.

Support Low-Energy States

Assume the user may be tired, distracted, interrupted, or operating with limited working memory.

Replace Navigation With Movement

Bring multiple storage destinations into one physical interaction.

Haptic exploration

Interaction quality may decide whether the system gets used.

These features remain interaction hypotheses. They would need to be tested for effort, noise, accessibility, durability, and user preference.

Weighted RotationA controlled movement inspired by camera lenses, pottery wheels, and mechanical dials.

Magnetic DetentsGentle stopping points that indicate alignment with a category.

Tactile MaterialsWood, cork, felt, or surfaces that make the object legible through touch as well as sight.

Physical ConfirmationThe interface communicates position and completion through movement rather than a digital display.

Experience scenario

7:36 PM The laundry is clean.

Anna has enough energy to carry the basket into the room, but not enough to manage a full organizing routine.

Typical experience

The basket is placed on the floor. Several storage locations must be opened. Each item requires a decision. The task is postponed.

Laundry Loop response

The storage interface remains visible.

Anna rotates the unit to the first category, grabs an item, and places it.

The next category is reached through the same repeated movement.

No category must be held in memory. No movement across the room is required.

The system does not guarantee completion.

It reduces the number of barriers standing between a clean basket and a finished task.

Design principles

Completion over optimization.

Completion Over Optimization

A less efficient system that gets used may create more value than a highly optimized system that is abandoned.

One Interaction Pattern

Reuse the same physical action across categories.

Visibility Without Visual Chaos

Keep categories perceptible while limiting competing signals.

Low-Energy Usability

Evaluate the product under realistic conditions of fatigue, interruption, and distraction.

No Moralizing

The system should support the user without communicating failure, discipline, or correction.

Evidence & validation

Evidence level Research-informed physical concept

Laundry Loop is informed by research and practice related to environmental modification, reduced complexity, designated locations, executive-function support, and embodied interaction.

The rotating storage concept has not yet been tested as a functional prototype. Claims regarding reduced decision burden, improved completion, or sustained adoption remain hypotheses.

The most important comparison is not whether the object looks easier.

It is whether people are more likely to complete the task when energy is low.

A future prototype should test

Time required to put away a standard load

Number of decisions and movements required

Perceived mental effort

Completion rate

Category visibility

Reach and physical accessibility

Rotational effort, stability, and safety

Capacity compared with conventional storage

Performance during interruption

Use after novelty declines

Whether visible storage creates additional visual burden

Speculative modeling

Completion-supportive interfaces.

Physical systems designed to reduce the number of decisions and transitions required between starting and finishing an everyday activity. The opportunity may not be helping people become more disciplined — it may be redesigning the final mile of everyday tasks.

Potential applications

medication stations meal-preparation systems caregiver supply centers adaptive kitchens entry and departure stations personal-care routines aging-in-place environments household reset systems

Future hypothesis

A visible, single-location storage interface with a repeated movement pattern may reduce perceived task burden and increase completion likelihood compared with dispersed, multi-step storage.

The research question is not whether rotation is inherently better than drawers.

It is whether the interface removes enough decisions to matter in low-capacity moments.

What I learned

Many everyday failures occur after intention has already succeeded.

The person began. The machine ran. The clothes became clean. What failed was the final sequence required to close the loop.

When systems demand more executive control than a person has available in that moment, abandonment becomes predictable.

The design opportunity may not be changing the person. It may be shortening the distance between almost done and complete.

Connection to a larger body of work

Project Primary contribution

Focus HabitatWhole-home cognitive infrastructure

Laundry LoopYou are hereCompletion support for a specific routine

Field SleeveMaterial reduction of environmental load

Resonance MethodSensory signaling language

SomatagDetection and timing of support AttuneCareRecovery-supportive healthcare environments

Wild WindowRestorative environmental access

Each investigates a shared question: what happens when the surrounding interface carries more of the burden of adaptation?

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