{"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":"Leadership on AI","slug":"leadership-on-ai","published_at":"2026-01-13T14:14:46+00:00","page_url":"https://stenobird.com/podcast/mlops-community/leadership-on-ai","show_page_url":"https://stenobird.com/podcast/mlops-community","url":"https://podcasters.spotify.com/pod/show/mlops/episodes/Leadership-on-AI-e3djaf1","audio_url":"https://anchor.fm/s/174cb1b8/podcast/play/113928097/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2026-0-13%2F416030736-44100-2-bbb4f540e3212.mp3","summary":"Technology leaders discuss the shift from providing platform functionality to acting as 'shepherds' for enterprise-wide AI transformation. The conversation explores how to balance bottom-up experimentation with necessary governance to drive business growth.","meta_description":"Learn how CTOs at Prosus and Just Eat Takeaway manage AI adoption, from bottom-up experimentation to managing the rising costs of LLM scaling.","key_points":["Main idea: The role of the CTO is evolving from maintaining platform stability to guiding organizational AI transformation","Practical takeaway: Enable bottom-up experimentation by providing tools and guardrails rather than strict mandates to discover unexpected use cases","Failure mode: Over-regulating AI procurement can stifle innovation and cause a company to lose its competitive edge","Strategic insight: Use the 'red teaming' of a large workforce as a way to identify practical, high-value automation opportunities","Economic tradeoff: While LLM usage increases operational costs, the long-term ROI of AI-driven growth outweighs the immediate need for cost optimization"],"chapters":[{"start_ms":60000,"title":"The Evolving Role of the CTO","summary":"The shift from providing technical features to helping the entire business navigate the AI transformation."},{"start_ms":280000,"title":"Empowering Developers with AI Tools","summary":"Discussing the importance of offering a variety of coding agents and tools without imposing rigid mandates."},{"start_ms":475000,"title":"Balancing Innovation and Governance","summary":"How to implement enough guidance to ensure safety without creating friction that kills innovation."},{"start_ms":1105000,"title":"Scaling AI Across Large Organizations","summary":"The challenges and opportunities of deploying internal AI assistants across massive global portfolios."},{"start_ms":1540000,"title":"The Value of Collective Experimentation","summary":"How widespread employee use of LLMs acts as a massive, decentralized R&D engine for finding new use cases."},{"start_ms":2405000,"title":"Managing the Economics of AI","summary":"Navigating the tension between rising infrastructure costs and the necessity of AI for long-term business scaling."}],"topics":["AI Leadership","Enterprise AI Adoption","Generative AI Strategy","LLM Governance","Digital Transformation","AI ROI","Engineering Productivity","Change Management"],"duration_seconds":2844,"processing_state":"processed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/mlops-community/episodes/leadership-on-ai/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/mlops-community/leadership-on-ai.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}