I have been working on an open source hardware/software product over the last few years to enable developers to build ai-enabled embedded/hardware-integrated applications with ease.
In this video, I demo ai-enabled features of this open source product (called ubo pod).
Developers can use the existing foundations to create new powerful multi-modal (voice/vision) user experiences.
The software and hardware design resources can be accessed on my github repo: