Metadata is structured information that describes and contextualizes data or digital assets so they can be discovered, governed, and used in enterprise environments, supporting cataloging, access control, compliance, integration, and consistent understanding across systems and stakeholders.
Federal Zero Trust progress under NIST SP 800-207 advances identity and devices, but network visibility gaps remain for east-west and encrypted traffic.
Aviz describes SONiC-based networking, packet and app observability, and on-prem private AI for compliant federal environments without external cloud dependencies.
Aviz Networks introduced vASN, a lightweight virtual ASN that retains core DPI and metadata export while supporting cloud, edge, and non-DPDK deployments.
Ollama’s model quantization engine has an unauthenticated remote information disclosure flaw in CVE-2026-5757 that can let an attacker with model upload access read and exfiltrate server heap memory.