Research workspaceFrontier demos
New project
SOMA / FRONTIER DEMOS

Understand the advance.
Put the idea in motion.

Seven interactive experiments, grounded in recent research. Every example has a question you can test.

AI concept illustration for expose the unknowns
07 / 07 · EARLY DIGITAL-TWIN RESEARCHAI concept scene
Early conference research

A model should show what it cannot see.

Explore how pressure, shear and temperature availability changes the questions a research model can answer.

A WORKED EXAMPLE

Ask what remains unknown when a temperature sensor goes offline.

Hide one channel and see the evidence summary change without filling the gap.

INTERACTIVE / SYNTHETIC SIGNALS

Expose the unknowns

INFORMATION COVERAGE
3/3channels available
This is not prediction confidence.
PressureBaseline 30 units30 units0.0 from baseline
ShearBaseline 20 units20 units0.0 from baseline
TemperatureBaseline 31 °C31 °C0.0 from baseline

All three example channels are present. Tissue properties, loading history and individual tolerance are still unknown.

No injury probability is calculated.
Pressure channel available
Shear channel available
Temperature channel available
Pressure signal30 units
Shear signal20 units
Temperature31°C

This demo does not implement that clinical model. It shows information coverage and changes from an invented baseline; it never predicts injury probability or declares a fit safe.

Inspect the demonstration rules

Available channels are counted without replacing missing values. Each is compared with a fixed invented baseline (pressure 30 units, shear 20 units, temperature 31 °C). Positive differences are observations for investigation, not risk scores.

WHAT THE EVIDENCE ACTUALLY SAYS · February 2026

An ICARA conference contribution describes a hybrid AI–biomechanics digital twin for socket-related skin damage, with a five-participant below-knee pilot.

Demo settings remain in this view during the session. Export an experiment to retain its parameters. These experiments do not change your care case or control a device.

SOMA / THE HUMAN INTERFACEsoma-coupled-1.0