WRINGER_

HARDWARE-IN-THE-LOOP TEST AUTOMATION

We put your device through the wringer.

Wringer builds the hardware interface that lets AI agents test your real device and firmware.

A decade building hardware test rigs. Résumé →

THE LAB

Rigs on the bench. Video of each posts here once it runs end to end.

IMU / MOTION On the bench

Motion-replay rig

Record a human motion once, replay it mechanically on demand. Regression testing for tracking and activity-detection algorithms in wearables. Repeatability numbers post with the footage.

BLE / SMART PLUG On the bench

Spec-to-regression rack

Give the agent a plain-English spec; it writes the cases and runs them over BLE against off-the-shelf smart plugs. A packet sniffer confirms what actually went over the air.

ESP32 / FLEET On the bench

OTA torture test

Over-the-air updates pushed across an ESP32 fleet with injected failures: killed radios, power cuts mid-flash. The test passes when every node comes back.

VISION On the bench

Camera-verified physical UI

A camera watches the device. A vision model asserts the LED, screen, or actuator actually did what the firmware claims it did.