# HN824: That’s Not a Job for an LLM: The Right Way to Apply AI to Network Operations (Sponsored) Page: https://stenobird.com/podcast/the-fat-pipe-most-popular-packet-pushers-pods-1080895/hn824-that-s-not-a-job-for-an-llm-the-right-way-to-apply-ai-to-network-operations-sponsored Text version: https://stenobird.com/podcast/the-fat-pipe-most-popular-packet-pushers-pods-1080895/hn824-that-s-not-a-job-for-an-llm-the-right-way-to-apply-ai-to-network-operations-sponsored.md Podcast: [The Fat Pipe - All Packet Pushers Pods](https://stenobird.com/podcast/the-fat-pipe-most-popular-packet-pushers-pods-1080895) Published: 2026-04-24T16:58:10+00:00 Episode link: https://packetpushers.net/podcasts/heavy-networking/hn824-thats-not-a-job-for-an-llm-the-right-way-to-apply-ai-to-network-operations-sponsored/ Audio file: https://feeds.packetpushers.net/link/17421/17324948/HN824.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/the-fat-pipe-most-popular-packet-pushers-pods-1080895/episodes/hn824-that-s-not-a-job-for-an-llm-the-right-way-to-apply-ai-to-network-operations-sponsored Duration seconds: 3671 ## Resource On today’s sponsored Heavy Networking, we get off the AI hype train to talk about how different artificial intelligence techniques usefully impact network operations—and where they aren’t a fit. The various forms of AI represent a set of tools that, like any tool, have use cases, capabilities, and limitations. Our guest is Avi Freedman, CEO ... Read more » ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/the-fat-pipe-most-popular-packet-pushers-pods-1080895/episodes/hn824-that-s-not-a-job-for-an-llm-the-right-way-to-apply-ai-to-network-operations-sponsored/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/the-fat-pipe-most-popular-packet-pushers-pods-1080895/hn824-that-s-not-a-job-for-an-llm-the-right-way-to-apply-ai-to-network-operations-sponsored.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.