Simulation Infrastructure

Scalable
simulation infrastructure
for regulated science.

Upload your simulation binaries. Define your scenarios. AXON handles orchestration, parallelism, audit trails, and benchmark reporting so you can focus on the science.

Join the Waitlist Get started free

How it works

Drop in your binaries.
AXON does the rest.

Your existing binaries. Your existing workflows. Just faster and at scale.

01

Upload your adapters

Wrap your simulator and plant executables in a lightweight adapter class. Works with native binaries, Python, Docker containers, or TCP servers.

02

Define your trial

Select your scenario set and patient cohort. AXON automatically generates every scenario × patient combination as a parallel job.

03

Run at scale

Jobs execute simultaneously across dedicated worker lanes. The dashboard shows live status: jobs running, time per simulation, cohort progress.

04

Get your results

Every trial produces a structured results table, benchmark report, and a complete append-only audit log. The receipt, not just the claim.

Features

Built for the full
simulation lifecycle.

From first run to regulatory submission.

[ PARALLEL ]

Parallel Execution Lanes

Every job runs in an isolated worker lane. Scenarios and patients execute simultaneously. Wall-clock time scales with your infrastructure.

[ AUDIT ]

Append-Only Audit Trail

Every state transition is a new record. No updates, no deletes. Designed from day one for FDA and equivalent regulatory frameworks.

[ ADAPTER ]

Universal Adapter API

One interface for any executable: native binaries, Python scripts, Docker containers, or TCP processes. AXON speaks to all of them.

[ REPORT ]

Benchmark Reports

Per-task timing, per-patient results, cross-trial comparison. Structured output suitable for internal review or submission documentation.

[ SWEEP ]

Parameter Sweeps

Define a cohort once. Run every scenario against every patient in a single click. Compare controller versions across identical conditions.

[ LIVE ]

Live Dashboard

Real-time job status, lane utilization, and log streaming. Know exactly what's running, what finished, and what failed.

Who it's for

If you run simulations at scale,
AXON is for you.

Medical Devices Closed-loop controllers, virtual patient trials, pre-submission evidence
Pharmacokinetics PK/PD models across virtual patient populations
Computational Neuroscience Neural network simulations at population scale
Climate & CFD Ensemble runs, parametric studies, long-horizon sweeps
Quantitative Finance Monte Carlo simulations, scenario analysis, model validation
Any Python Simulation If your simulation runs take too long or don't scale far enough, AXON is built for you

Start for free

Begin with Myelin.
Scale with AXON.

Myelin is a free VS Code extension that automatically transpiles your Python simulation code to optimized C modules when you save. No configuration, no rewrite.

It parses your code for hot loops, finds the minimum inputs needed for full branch coverage, transpiles to C, then runs both implementations side by side to prove correctness. You get the C module and the proof.

When your benchmark report shows the speedup and you want to run that faster code across a full patient cohort, AXON is one click away.

Install Myelin for VS Code
your_sim.py 
def run_ode(t, y, params):
    dydt = params[0] * y[0]
    ...
    return dydt
save ↓
.forge/run_ode.c — generated 
// equivalence: PASSED (1024 cases)
// speedup:     8.3x

double run_ode(double t,
               double* y,
               double* params) {
    ...
}

Early Access

Get early access.

AXON is in private beta. Join the waitlist and we'll reach out when your spot is ready.

No spam. We'll only reach out when your spot is ready.