USE CASES
SimGen Across Industries
VLA precision for every simulation domain — from orbit propagation to classroom teaching.
AEROSPACE
Orbit Propagation
PROBLEM
Orbit propagation on GPU suffers from energy drift, making long-duration orbits unreliable.
SIMGEN SOLUTION
VLA achieves zero-drift orbits at 1B+ steps/sec.
RESULT
Matches CPU FP128 across all orbital eccentricities (e=0 to e=0.99).
IMPACT
10,000 orbits solved simultaneously in the time a CPU solves one.
RESEARCH
Chaotic Systems
PROBLEM
Chaotic systems (Lorenz, weather) amplify floating-point errors exponentially.
SIMGEN SOLUTION
VLA + compression eliminates drift.
RESULT
50,000-step Lorenz trajectory exactly matches FP64 reference at 6.4x compression.
IMPACT
Reproduce chaotic simulations bit-exactly across any machine.
ENGINEERING
Rapid Prototyping
PROBLEM
Testing numerical methods requires expensive cluster time and complex setup.
SIMGEN SOLUTION
Drop-in VLA replacement for PyTorch. Exact results on your local GPU.
RESULT
Immediate verification of numerical accuracy for any algorithm.
IMPACT
Iterate on numerical methods in minutes, not weeks.
EDUCATION
Democratized Access
PROBLEM
Students can't access HPC-quality simulation tools.
SIMGEN SOLUTION
Free CLI, runs on any laptop with an NVIDIA GPU.
RESULT
Research-grade precision on consumer hardware.
IMPACT
Every student with a gaming laptop can now run publication-quality simulations.
Ready to try it?
Install SimGen CLI for free and run your first simulation in 60 seconds.