{"podcast":{"title":"MLOps.community","slug":"mlops-community","podcast_index_feed_id":28679,"rss_url":"https://anchor.fm/s/174cb1b8/podcast/rss","website_url":"https://mlops.community","image_url":"https://d3t3ozftmdmh3i.cloudfront.net/production/podcast_uploaded_nologo/3809022/3809022-1612190855115-e91f8b881173f.jpg","author":"Demetrios","episode_count":516,"summary":"Relaxed Conversations around getting AI into production, whatever shape that may come in (agentic, traditional ML, LLMs, Vibes, etc)","last_synced_at":null,"page_url":"https://stenobird.com/podcast/mlops-community"},"episode":{"title":"How Universal Resource Management Transforms AI Infrastructure Economics","slug":"how-universal-resource-management-transforms-ai-infrastructure-economics","published_at":"2026-01-20T18:00:23+00:00","page_url":"https://stenobird.com/podcast/mlops-community/how-universal-resource-management-transforms-ai-infrastructure-economics","show_page_url":"https://stenobird.com/podcast/mlops-community","url":"https://podcasters.spotify.com/pod/show/mlops/episodes/How-Universal-Resource-Management-Transforms-AI-Infrastructure-Economics-e3du3i9","audio_url":"https://anchor.fm/s/174cb1b8/podcast/play/114281481/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2026-0-20%2F416480151-44100-2-965e300ad37c6.mp3","summary":"This episode covers Wilder Lopes, CEO, Founder, Ogre.run, and AI-driven. It also touches on How Universal Resource Management Transforms, AI Infrastructure Economics, and MLOps Podcast.","meta_description":"How Universal Resource Management Transforms AI Infrastructure Economics: Wilder Lopes, CEO, Founder, Ogre.run, AI-driven","key_points":["The episode discusses Wilder Lopes","The episode discusses CEO","The episode discusses Founder","The episode discusses Ogre.run","The episode discusses AI-driven","The episode discusses How Universal Resource Management Transforms"],"chapters":[{"start_ms":0,"title":"People","summary":"Discussion of People, Imagine, and You."},{"start_ms":600000,"title":"CUDA. Right","summary":"Discussion of CUDA. Right, I'm, and Structures."},{"start_ms":1200000,"title":"NVIDIA","summary":"Discussion of NVIDIA, AM MD, and You."},{"start_ms":1800000,"title":"But","summary":"Discussion of But, Companies, and CPUs."},{"start_ms":2400000,"title":"Yeah. And","summary":"Discussion of Yeah. And, And, and Now."}],"topics":["Wilder Lopes","CEO","Founder","Ogre.run","AI-driven","How Universal Resource Management Transforms","AI Infrastructure Economics","MLOps Podcast","People","Imagine"],"duration_seconds":2901,"processing_state":"processed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/mlops-community/episodes/how-universal-resource-management-transforms-ai-infrastructure-economics/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/mlops-community/how-universal-resource-management-transforms-ai-infrastructure-economics.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}