# Scale-Up & Scale Out: Addressing the Demands of Modern AI Networks Page: https://stenobird.com/podcast/embedded-insiders-730384/scale-up-scale-out-addressing-the-demands-of-modern-ai-networks Text version: https://stenobird.com/podcast/embedded-insiders-730384/scale-up-scale-out-addressing-the-demands-of-modern-ai-networks.md Podcast: [Embedded Insiders](https://stenobird.com/podcast/embedded-insiders-730384) Published: 2026-04-09T13:00:00+00:00 Episode link: https://www.buzzsprout.com/280493/episodes/18984221-scale-up-scale-out-addressing-the-demands-of-modern-ai-networks.mp3 Audio file: https://www.buzzsprout.com/280493/episodes/18984221-scale-up-scale-out-addressing-the-demands-of-modern-ai-networks.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/embedded-insiders-730384/episodes/scale-up-scale-out-addressing-the-demands-of-modern-ai-networks Duration seconds: 2863 ## Resource Send us Fan Mail On this episode of Embedded Insiders, Aravind Srikumar, SVP of Product & Marketing at Upscale AI, joins the podcast to discuss how the company is tackling both scale-up and scale-out networking, why it's important to address both sides of the networking equation, and today's requirements for an AI-optimized network. (Upscale AI's recent announcement with NVIDIA: https://upscaleai.com/upscale-ai-supercharges-open-heterogeneous-scale-out-ai-clusters-with-nvidia-ethernet-swi... ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/embedded-insiders-730384/episodes/scale-up-scale-out-addressing-the-demands-of-modern-ai-networks/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/embedded-insiders-730384/scale-up-scale-out-addressing-the-demands-of-modern-ai-networks.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.