{"podcast":{"title":"Heavy Networking","slug":"heavy-networking","podcast_index_feed_id":163010,"rss_url":"https://feeds.packetpushers.net/PacketPushersWeeklyPodcast","website_url":"https://packetpushers.net/","image_url":"https://static.feedpress.com/logo/packetpushersweeklypodcast-653bc236a0040.png","author":"Packet Pushers","episode_count":250,"summary":"Heavy Networking is an unabashedly nerdy dive into all things networking. Described by one listener as \"verbal white papers,\" the weekly episodes feature network engineers, industry experts, and vendors sharing useful information to keep your professional knowledge sharp and your career growing. Hosts Greg Ferro, Ethan Banks and Drew Conry-Murray cut through the marketing spin to explore what works—and what doesn't—in networking today, while keeping an eye on what's ahead for the industry. On air since 2010, Heavy Networking is the flagship show of the Packet Pushers podcast network.","last_synced_at":"2026-07-25T06:21:53.014209+00:00","page_url":"https://stenobird.com/podcast/heavy-networking"},"episode":{"title":"HN812: Nokia EDA: AI Ops You Can Trust (Sponsored)","slug":"hn812-nokia-eda-ai-ops-you-can-trust-sponsored","published_at":"2026-01-30T16:13:14+00:00","page_url":"https://stenobird.com/podcast/heavy-networking/hn812-nokia-eda-ai-ops-you-can-trust-sponsored","show_page_url":"https://stenobird.com/podcast/heavy-networking","url":"https://packetpushers.net/podcasts/heavy-networking/hn812-nokia-eda-ai-ops-you-can-trust-sponsored/","audio_url":"https://feeds.packetpushers.net/link/12486/17266989/HN812.mp3","summary":"Moving beyond AI hype requires a foundation of structured data and multi-vendor abstractions. This episode explores how Nokia's EDA platform uses YANG schemas and event-driven architecture to make AI operations deterministic and trustworthy.","meta_description":"Learn how to implement reliable AI Ops in networking using structured data models, multi-vendor abstractions, and event-driven automation.","key_points":["Main idea: AI in networking fails without a foundation of well-defined schemas and structured telemetry","Practical takeaway: Use YANG models and network-wide abstractions to provide LLMs with the necessary context for accurate reasoning","Failure mode: Relying on non-deterministic LLM outputs without enforcing constraints through automation primitives can lead to dangerous hallucinations","Main idea: An effective AI Ops platform should treat AI agents as interfaces that interact with existing, repeatable automation workflows","Practical takeaway: Implement an app-based architecture to allow for modular upgrades and extensible network capabilities without system-wide downtime"],"chapters":[{"start_ms":60000,"title":"Introduction to Nokia EDA","summary":"An overview of Nokia's Event Driven Automation (EDA) platform and its focus on multi-vendor network infrastructure."},{"start_ms":275000,"title":"The Power of Abstraction","summary":"How using primitives and YANG schemas allows for consistent configuration and status monitoring across different vendors."},{"start_ms":535000,"title":"Providing Context to LLMs","summary":"The importance of presenting Large Language Models with structured health scores and fabric definitions to ensure accurate reasoning."},{"start_ms":755000,"title":"Network-Wide Abstractions","summary":"Moving from interface-level configuration to higher-level abstractions like fabrics and services."},{"start_ms":980000,"title":"Extensible Data Models","summary":"How engineers can implement custom data models and syntax within the automation framework."},{"start_ms":1225000,"title":"AI Agents and Automation Tools","summary":"Defining the relationship between AI chatbots as agents and existing automation workflows as the underlying tools."},{"start_ms":1450000,"title":"Enforcing Determinism","summary":"Using schemas to constrain LLM outputs and prevent hallucinations in production environments."},{"start_ms":1695000,"title":"Modular Platform Architecture","summary":"The benefits of an app-based model for upgrading network capabilities without disrupting the core foundation."}],"topics":["AI Ops","Network Automation","Event-Driven Automation","YANG Models","Multi-vendor Networking","Large Language Models","Network Observability","Infrastructure as Code"],"duration_seconds":3061,"processing_state":"processed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/heavy-networking/episodes/hn812-nokia-eda-ai-ops-you-can-trust-sponsored/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/heavy-networking/hn812-nokia-eda-ai-ops-you-can-trust-sponsored.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}