Abstract: Systems and methods include a cloud-hosted management plane where an authenticated user can initiate a request to establish a remote session to an edge device. A request may be transmitted to create a secure tunnel between the edge device and the cloud-based management plane. The edge device may receive and use a set of credentials to trigger a web-socket tunnel from the edge device to the cloud-hosted management plane. This connection may be used for management of an edge device(s), troubleshooting edge inferencing, access/use of edge applications, and various other applications.

Abstract: A method for generating an accurate adaptive clock is disclosed. The method includes accessing data at a first clock rate, generating an adaptive clock that has an adaptive clock rate that is based on the arrival rate of said data, accessing data related to the first clock rate and the adaptive clock rate. The adaptive clock rate is adjusted based on a determined relationship between the first clock rate and the, adaptive clock rate.