{"podcast":{"title":"DataFramed","slug":"dataframed","podcast_index_feed_id":431413,"rss_url":"https://feeds.captivate.fm/dataframed/","website_url":"https://www.datacamp.com/podcast","image_url":"https://artwork.captivate.fm/4700b4b7-f386-4200-9a46-640458f2dcbd/5cfec01b44f3e29fae1fb88ade93fc4aecd05b192fbfbc2c2f1daa412b7c192.jpg","author":"DataCamp","episode_count":300,"summary":"Welcome to DataFramed, a weekly podcast exploring how artificial intelligence and data are changing the world around us. On this show, we invite data & AI leaders at the forefront of the data revolution to share their insights and experiences into how they lead the charge in this era of AI. Whether you're a beginner looking to gain insights into a career in data & AI, a practitioner needing to stay up-to-date on the latest tools and trends, or a leader looking to transform how your organization uses data & AI, there's something here for everyone. Join co-hosts Adel Nehme and Richie Cotton as they delve into the stories and ideas that are shaping the future of data. Subscribe to the show and tune in to the latest episode on the feed below.","last_synced_at":null,"page_url":"https://stenobird.com/podcast/dataframed"},"episode":{"title":"#350 How to Make Hard Choices in AI with Atay Kozlovski, Researcher at the University of Zurich","slug":"350-how-to-make-hard-choices-in-ai-with-atay-kozlovski-researcher-at-the-university-of-zurich","published_at":"2026-03-09T09:00:00+00:00","page_url":"https://stenobird.com/podcast/dataframed/350-how-to-make-hard-choices-in-ai-with-atay-kozlovski-researcher-at-the-university-of-zurich","show_page_url":"https://stenobird.com/podcast/dataframed","url":"https://www.datacamp.com/podcast","audio_url":"https://dts.podtrac.com/redirect.mp3/cohst.app/pdcst/6G1A6D/episodes.captivate.fm/episode/0d3f89e9-4b0e-4671-819a-1a413f0951e5.mp3","summary":"As AI systems gain autonomy, the tension between efficiency and human control intensifies. This discussion explores the ethical frameworks needed to prevent systemic failures in high-stakes sectors like healthcare, welfare, and warfare.","meta_description":"Explore the ethics of AI autonomy, meaningful human control, and the risks of deepfakes with researcher Atay Kozlovski.","key_points":["Main idea: Responsibility requires a moral agent; AI systems cannot be held morally accountable for their actions","Failure mode: Automation bias and 'dual-use' technologies can lead to discriminatory policing and welfare fraud errors","Practical takeaway: Implementing 'meaningful human control' requires tracing decisions back to human-understandable reasons","Risk factor: The deployment of high-stakes tools without oversight disproportionately harms vulnerable populations","Critical skill: Maintaining epistemic diversity and seeking out opposing viewpoints is essential to avoid algorithmic bubbles"],"chapters":[{"start_ms":60000,"title":"The Paradox of Autonomy","summary":"Examining the contradiction between increasing AI autonomy and the necessity of human moral responsibility."},{"start_ms":690000,"title":"Systemic Failures in High-Stakes AI","summary":"Analyzing how errors in military and welfare automation lead to real-world harm and loss of human rights."},{"start_ms":1010000,"title":"Tracing and Accountability","summary":"Discussing the technical and ethical requirements for ensuring AI decisions are traceable and justifiable."},{"start_ms":1640000,"title":"Designing for Safety in Healthcare","summary":"A look at how intentional design constraints can prevent automation bias in clinical settings."},{"start_ms":2280000,"title":"The Ethics of Digital Twins","summary":"Exploring the implications of using personalized data to create highly realistic human simulations."},{"start_ms":3880000,"title":"The Future of AI Research","summary":"Reflecting on the tension between academic inquiry and the lucrative influence of big tech corporations."}],"topics":["AI Ethics","Meaningful Human Control","Algorithmic Bias","Deepfakes","Automation Bias","Digital Twins","Dual-use Technology","Normative Ethics"],"duration_seconds":4226,"processing_state":"processed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/dataframed/episodes/350-how-to-make-hard-choices-in-ai-with-atay-kozlovski-researcher-at-the-university-of-zurich/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/dataframed/350-how-to-make-hard-choices-in-ai-with-atay-kozlovski-researcher-at-the-university-of-zurich.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}