Fiber

You'd reach for this when building AI agents that need to manage optical infrastructure in AI data centers. It exposes gNMI operations for network device configuration and telemetry, integrates with NCCL for collective communication monitoring, and provides ML-based remaining useful life predictions for optical components. The SPARQL semantic layer lets you query relationships across your infrastructure, while the digital twin capability mirrors your physical optical network state. Think fleet management for the fiber and transceivers connecting your GPU clusters, with predictive maintenance and topology awareness baked in.