Revolutionizing IoT with Machine Learning at the Edge | Perceive's Steve Teig
Perceive Founder and CEO Steve Teig explains how his company is bringing data-center-class machine learning to edge IoT devices through their new chip, Ergo. He details the decision to build a custom silicon and software stack from first principles to achieve 20 to 100 times greater power efficiency than existing solutions, enabling battery-powered devices like doorbell cameras to perform complex inference locally. Teig discusses the strategic choice to keep raw data on-device to address privacy and security concerns, contrasting Perceive's approach with cloud-dependent competitors that suffer from high latency and false positives. The episode highlights Perceive's early-stage commercialization, noting they are currently in production with several unnamed consumer and enterprise customers.