HUMAN BIOLOGICAL
SANDBOX

Possible futures.
Possible changes.

Explore how computational models could simulate possible changes inside the human body—your “sandbox”—from internal biological processes to changes in DNA, RNA, and disease-related cellular pathways.

OpenAI knot logoNVIDIACleveland ClinicEMBL-EBIReactomeNYU Langone HealthOHSUOntario Institute for Cancer Research

Begin with the body.
Explore what could change.

The sandbox starts with a baseline biological state and explores alternative trajectories under explicit assumptions. Follow a cell through modeled time to examine a change in its DNA and the questions it raises. The animation illustrates synthetic cell events.

SYNTHETIC CELL 027

DNA change detected

Example event: a single-base substitution.
Sequence: A → G
Compartment: cell nucleus
Next step: compare lineage history.

Hypothetical event, not patient data or a disease prediction.

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Build a baseline

Define the starting state, selected biological processes, parameters, and limits of a narrow model.

Branch into futures

Run reproducible ensembles to explore different modeled events over a chosen time horizon.

Follow the change

Track a flagged cellular lineage backward through its simulated history to examine preceding transitions.

Ask a better question

Compare counterfactual scenarios and identify hypotheses that deserve independent experimental research.

A timeline of possibilities.
Not a prediction.

Your body is the sandbox. Each biological property has its own timeline, beginning with measurements recorded at your checkup and extending to age 70. Possible paths depend on your baseline values, age, tissue or compartment, and the processes and assumptions represented in the model.

03570y

Each card represents a different biological property. Explore alternative paths from the checkup baseline to age 70. These illustrative shapes explain the research concept; personalized trajectories require measured inputs and a validated model.

Year 30

Define the starting state

A checkup establishes the starting measurements for this property. Different people and different assumptions can produce different modeled paths. This preview uses synthetic shapes, without calculating personal health outcomes.

Start narrow.
Build toward understanding.

A complete human simulation is a long-term ambition. The next practical step is a small, reproducible synthetic demonstration with clear boundaries.

Concept & foundations

PHASE 01 CURRENT. Document the vision, architecture, uncertainty, and research questions. Establish the difference between proposed and demonstrated capabilities.

Synthetic sandbox

PHASE 02 / PROPOSED. Build ensemble execution, lineage events, and reports using a simplified synthetic cell population. Measure reproducibility and computing costs.

Biological validation

PHASE 03 / PROPOSED. Select a narrow subsystem with domain experts. Compare against independent experimental evidence before expanding the model's scope.

Baseline → futuresStart with a biological model
Trace the lineageFollow the modeled sequence of change
Test hypothesesCompare interventions inside the sandbox

The idea is documented.
The work is beginning.

Read the project foundations, examine the assumptions, and explore what comes next.

AI-assisted analysis and centralized simulation tickets are proposed architecture components. This website does not run a biological simulation.