Fixture + safety
Mechanical hard stops, light curtains, and documented lockout for high-power actuators.
Hardware Form / Physical AI / Sim-to-real HIL
Validation · physical AI
Sim-to-real HIL manufacturing
Simulation finds corner cases fast. The factory still needs proof that torque limits, camera exposure, and cable wear behave on real metal.
Sim-to-real hardware-in-the-loop (HIL) manufacturing combines a physical robot or actuator fixture with simulation feeds, fault injection, and production test software. Hardware Form builds the rack, harnessing, and release process so EVT and DVT units exit with measured sim-to-real metrics.
Where HIL sits in the build
HIL is not a substitute for field trials. It cuts rework before you cut steel for fixtures or freeze a PCBA spin.
- Architecture: pick which states run on real hardware versus injected sim sensors.
- EVT rack: wire safety interlocks, e-stop chains, and logging identical to line test.
- Correlation: compare sim predictions to measured force, latency, and vision blur.
- NPI: promote the same test executive to end-of-line stations.
Pair with teleoperation capture when policies need fresh demonstrations after HIL finds a gap.
Real-time bridge
Deterministic loop between sim host and motor drives with bounded jitter.
Instrumentation
Force cells, current probes, and thermal channels logged beside sim state.
Factory handoff
Test sequences, limits, and revision-controlled bundles for assembly lines.
Sim-to-real HIL FAQ
Do you write our simulator?
We integrate with your sim stack. Our scope is the HIL rack, real hardware, manufacturing test, and traceability into production.
Which robot types fit HIL?
Manipulators, AMR lift stages, and custom actuators where safety and repeatability can be contained in a fixture.
When should HIL start?
After first integrated prototype, before you commit to tooling for plastic or large castings.