Living Customer story: scaling smart shelves How one store reduced out-of-stock incidents with computer vision.
Engineering Building reliable IoT firmware Lessons from the field on watchdogs, OTA updates and resilient sensors.
Design The future of autonomous shelves A look at where self-monitoring retail fixtures are heading next.
Product Retail inventory without manual counting Autonomous shelves track stock changes as customers pick items up.
Product Deploying computer vision on the edge How we run real-time product recognition without sending every frame to the cloud.
Engineering Why we chose weight + vision fusion Combining load cells with a camera gives us the accuracy we could not get from either sensor alone.
Engineering What we learned moving from Arduino to FreeRTOS A few hard-earned notes on sensors, camera warm-up and reliable flashing on the AMB82-mini.
Product Featured Smart Shelf AI blog is live We are starting a dedicated space for product updates, field notes and customer stories.