Embodied AI · movement · viable futures

What can still
happen next?

Movement tracking records where a body went. Phenotropic Isotopicity asks how body, environment, and history shape the actions that remain possible next.

An XR research program opening questions for sport, embodied AI, and movement under pressure.

A field you can stand in.Concept sketches / artistic interpretation. Tap to see the complete three-part study.

From embodied interaction to an inspectable record

A body moves.
Its options change.

A pass can fail before the ball leaves the hand.

Spacing, defensive pressure, available support, and the history of play may already have narrowed what can happen next. The research question is when those possibilities change—and whether recovery remains available.

The existing IEM research uses an instrumented XR environment to connect embodied interaction, an evolving field, event records, and temporal views. Environmental Working Memory lets interaction history reshape future responsiveness.

For an AI or movement researcher, the proposed shift is to study trajectories together with their changing constraints and recoverable alternatives, alongside the action that was actually taken.

01 / pressure

When do options narrow?

Could a sequence of movement and spatial constraints show narrowing before a missed action?

02 / recovery

What reopens play?

Which changes in timing, spacing, support, or coordination allow continuation?

03 / shared futures

Whose options change?

How does one person’s movement preserve or restrict what becomes possible for another?

Research context: developed through exploratory XR research and practitioner sessions, with sport and movement under pressure as directions for future study.

01 / try the artistic field

Move through
the possibility space.

Press and move with the faint currents. Return to a familiar region. Your movement changes the field; alignment brings connections into view.

Your browser does not support the interactive canvas. Read about the field below.

Touch or click and drag. Keyboard: focus the field and use arrow keys. Scroll beside the field to continue.

What does the field remember?

This artwork adapts its local directions to movement during your encounter. Influence accumulates; moving along the field’s current direction reveals connections. Visible traces fade faster than the underlying memory.

These indicators describe your encounter with the artwork: how movement accumulates, aligns with the field, and brings connections into view. This interactive sketch explores selected ideas from the research without reproducing its full mathematical theory or IEM computational model.

Reset or reload to begin a fresh encounter. With reduced motion enabled, choose Resume field to start.

FIELD / IN FORMATIONtrace · relation · continuation

02 / field work

Experience
the argument.

01 / experience

Move in relation.

The present encounter meets a field already in motion.

02 / observe

Follow what appears.

What becomes visible can recede while its history remains.

03 / model

Think across scales.

Body, environment, history, and constraint belong in the account.

04 / evidence

Inspect the record.

Read the research through situated captures, figures, and their limits.

03 / phenotropic isotopicity

What space
can do with you.

Movement alone is not creativity. What matters is what can still happen next.

Phenotropic Isotopicity is a formal theory of kinaesthetic creativity developed through mathematics, design, and embodied practice. Its central object is the Topology of Futures: how possibilities remain reachable, become constrained, and can be reopened through transformation.

The Viable Middle holds a tension: enough structure for relations to persist, enough freedom for them to become otherwise.

Viability topology
The changing structure of viable continuation: which futures remain connected and reachable.
Environmental Working Memory
A field-based memory mechanism through which interaction history reshapes the present field and future affordances.
Isotopicity Entropy Machine
The IEM is an XR computational witness for investigating continuation, collapse, recovery, and structural re-seeding through embodied interaction.
Beneath the visible field

A conceptual view of the IEM’s underlying structures—from particle fields and harmonic boundaries to geometric scaffolds and latent connections.

On a phone, swipe sideways to explore the five structures. Tap to see the full image.

“A creative system can move beautifully and still be running out of futures.”

04 / selected research

Let the work
show its traces.

Movement traces show what happened. Instrumentation records how the field changed. These selected records come from different stages of the research; together they show the developing approach, rather than a single synchronized experiment.

Tap a capture or dashboard panel to enlarge it ↗

A gesture leaves more than a line.Recorded VR_ECOLOGY scene 0052. Earlier inscription and recent gesture overlap; the post-release trajectory remains visible. This is an archival movement trace, from an earlier research stage than the June IEM dashboard.

Recorded session / IEM dashboard

Read the field
through time.

Selected panels from session JUN07-2026-06-08-ON-162406: 359 events and 63 field-snapshot steps. The values shown are session means; each trace preserves the variation across recorded steps.

OpennessThe recorded field’s available continuation.
AccumulationInteraction history retained in the field.
CoherenceOrganization and flow alignment within the field.
RecoverabilityReturn of the field following perturbation. The source dashboard’s coupling label is a display category, not a direct coupling measurement.

05 / the dissertation

(in)-animate[d]-space(s)

Phenotropic Isotopicity:
A Topology of Kinaesthetically Creative Futures

This practice-based inquiry brings mathematics, design, and embodied practice into conversation through movement, haptics, AI-mediated interaction, and extended reality.

It asks how meaningful relations can persist, deform, collapse, and re-seed as systems transform through time—and how design can give curiosity, play, and new futures room to continue becoming.

The public site presents selected research materials and an artistic encounter. The private IEM implementation, runtime, and applied calculations are not included.

Return to the field ↑

The research continues / planned over the coming weeks

Today, an encounter.
Next, the deeper record.

This page is the public doorway to the dissertation companion. The next stage is planned over roughly the next month, with materials released as they become ready for public sharing.

DISSERTATION

The complete argument.

A public dissertation link and chapter guide when available, connecting formal theory with embodied practice.

RESEARCH ARTIFACT

Explore the witness.

Selected annotated session captures, movement views, and fuller accounts of methods and limitations.

PUBLICATIONS

Follow the work.

Publication links and citation details as papers and public versions become available.

DEFENSE COMPANION

A stable research record.

A dated dissertation-associated edition, distinguished from later experiments and website updates.