Abstract: Systems, processes, and devices migrate virtual machines to new servers. An example process includes identifying a virtual machine for migration in response to a load on a host server running the virtual machine. A direct device assignment of the virtual machine may be detected. The virtual machine may communicate with a first hardware device of the host server using the direct device assignment to bypass a host operating system of the host server. A target server is identified, and a replacement device assignment is reserved on the target server. The replacement device assignment includes a link to a second hardware device of the target server configured to bypass a host operating system of the target server. The virtual machine running on the host server is reconfigured with data supporting the replacement device assignment on the target server. The virtual machine migrates to the target server.

Abstract: A data pipeline architecture provides for efficient and scalable data collection within a 5G, 6G or other radio access network (RAN)-based wireless network. The data pipeline includes a data collection engine that receives streaming data in real time, as well as query-based data. The data collection engine collects the data, amalgamates the streaming and the query-based data into a common format, and provides the amalgamated data for delivery to a data reporting engine. The data reporting engine provides dashboards, reports, alerts or other information about the collected data. The data reporting engine may also interface with a database system for longer-term storage of collected data, report generation and/or the like.

Abstract: Solid support assays using non-standard bases are described. A capture oligonucleotide comprising a molecular recognition sequence is attached to a solid support and hybridized with a target oligonucleotide. In some instances, the molecular recognition sequence includes one or more non-standard bases and hybridizes to a complementary tagging sequence of the target oligonucleotide. In other instances, incorporation of a non-standard base (e.g., via PCR or ligation) is used in the assay.

Abstract: Solid support assays using non-standard bases are described. A capture oligonucleotide comprising a molecular recognition sequence is attached to a solid support and hybridized with a target. In some instances, the molecular recognition sequence includes one or more non-standard bases and hybridizes to a complementary tagging sequence of the target oligonucleotide. In other instances, incorporation of a non-standard base (e.g., via PCR or ligation) is used in the assay.

Abstract: Solid support assays using non-standard bases are described. A capture oligonucleotide comprising a molecular recognition sequence is attached to a solid support and hybridized with a target oligonucleotide. In some instances, the molecular recognition sequence includes one or more non-standard bases and hybridizes to a complementary tagging sequence of the target oligonucleotide. In other instances, incorporation of a non-standard base (e.g., via PCR or ligation) is used in the assay.