# How Network Digital Twins Predict Outages Before They Happen Page: https://stenobird.com/podcast/networking-tech-with-fexingo-internet-infrastructure-routing-and-network-engineering-7871928/how-network-digital-twins-predict-outages-before-they-happen Text version: https://stenobird.com/podcast/networking-tech-with-fexingo-internet-infrastructure-routing-and-network-engineering-7871928/how-network-digital-twins-predict-outages-before-they-happen.md Podcast: [Networking Tech with Fexingo: Internet Infrastructure, Routing, and Network Engineering](https://stenobird.com/podcast/networking-tech-with-fexingo-internet-infrastructure-routing-and-network-engineering-7871928) Published: 2026-06-24T10:16:11+00:00 Episode link: https://audio.fexingo.com/business/networking-tech/episode-0070.mp3 Audio file: https://audio.fexingo.com/business/networking-tech/episode-0070.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/networking-tech-with-fexingo-internet-infrastructure-routing-and-network-engineering-7871928/episodes/how-network-digital-twins-predict-outages-before-they-happen Duration seconds: 749 ## Resource Episode 70 of Networking Tech with Fexingo explores network digital twins—virtual replicas of production networks used to simulate changes, test configurations, and predict failures before they impact users. Lucas and Luna break down how AT&T and Microsoft are deploying digital twins to reduce planned maintenance windows by 70 percent and prevent capacity-related outages. They walk through a concrete example: simulating a BGP policy change on a core router to see if it would create a routing loop. The hosts explain the key technologies—model-driven telemetry, graph databases, and real-time state synchronization—and why digital twins are becoming essential for any organization running complex, multi-vendor networks. They also discuss the limitations: fidelity gaps where the twin doesn't perfectly mirror the production device, and the compute cost of running high-fidelity simulations at scale. A practical, technical look at a technology that's quietly changing how network engineers plan their work. #NetworkDigitalTwins #AT&T #Microsoft #BGP #ModelDrivenTelemetry #GraphDatabase #NetworkAutomation #NetworkObservability #PredictiveMaintenance #RoutingLoops #MultiVendorNetworks #NetworkSimulation #NetworkEngineering #Technology #FexingoBusiness #BusinessPodcast #InternetInfrastructure #NetworkingTech Keep every episode free: buymeacoffee.com/fexingo ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/networking-tech-with-fexingo-internet-infrastructure-routing-and-network-engineering-7871928/episodes/how-network-digital-twins-predict-outages-before-they-happen/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/networking-tech-with-fexingo-internet-infrastructure-routing-and-network-engineering-7871928/how-network-digital-twins-predict-outages-before-they-happen.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.