Aiming to support bedded AI computing, the BOXER- 8200 series is designed for bedded requests in both tackle and software. The series includes AI machines from NVIDIA Jetson NANO or Xavier NX and provides artificial interfaces, power voltage, and thermal dispersion. The enabling of artificial operating systems, similar as Yocto, is the crucial part in bringing AI to the bedded request. The Yocto Project provides the tools to develop acclimatized bedded Linux distributions for any device, platform, or design. This is made possible across multiple verticals including retail, healthcare, transportation, robotics and artificial robotization. structure custom systems enables inventors to minimize needed storehouse space, memory operation, and security threat face thereby achieving optimal performance. Sources and attestation to start using Yocto Project with the BOXER- 8200 series are available then