{"podcast":{"title":"From Models to Medicine","slug":"from-models-to-medicine-7769799","podcast_index_feed_id":7769799,"rss_url":"https://anchor.fm/s/110164688/podcast/rss","website_url":"https://podcasters.spotify.com/pod/show/kami-think-tank","image_url":"https://d3t3ozftmdmh3i.cloudfront.net/staging/podcast_uploaded_nologo/45548626/45548626-1773273198170-a0661f37581aa.jpg","author":"KAMI Think Tank","episode_count":19,"summary":"At KAMI Think Tank, we love cutting through the AI hype to showcase where the technology actually stands and how to use it meaningfully within the life sciences. Now, we're bringing that same clarity with our community to a brand new podcast: From Models to Medicine. Every week, we sit down with a real practitioner in the life sciences, whether they're working in the lab, leading innovation at a biotech, or building tools to better serve scientists. We discuss how they cut through the hype of AI and practically leverage the tool in their scientific workflows. Glad to have you here.","last_synced_at":"2026-07-30T04:19:36.234491+00:00","page_url":"https://stenobird.com/podcast/from-models-to-medicine-7769799"},"episode":{"title":"Episode 12: Your Life Sciences Data Isn't Ready for AI","slug":"episode-12-your-life-sciences-data-isn-t-ready-for-ai","published_at":"2026-06-10T15:28:00+00:00","page_url":"https://stenobird.com/podcast/from-models-to-medicine-7769799/episode-12-your-life-sciences-data-isn-t-ready-for-ai","show_page_url":"https://stenobird.com/podcast/from-models-to-medicine-7769799","url":"https://podcasters.spotify.com/pod/show/kami-think-tank/episodes/Episode-12-Your-Life-Sciences-Data-Isnt-Ready-for-AI-e3k3e33","audio_url":"https://anchor.fm/s/110164688/podcast/play/120747555/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2026-4-30%2F31baba28-b599-03fb-92ae-c04e27c5ff72.mp3","summary":"Bogdan Knezevic is the CEO and co-founder of Kaleidoscope Bio, and he's seen enough failed AI implementations to know where they almost always break down. In this episode, he walks us through what minimum viable data standardization actually looks like in practice, why consistent naming conventions and structured data entry matter more than people want to admit, and what every biotech CEO should ask their team before writing another AI budget line. We also get into a guardrails conversation and Bogdan is direct about what happens when autonomous agents operate without proper permissions. He closes with a sharp framework for deciding what to build in-house versus hand off, with some great resource hand-offs. Data vs keys AI needs context Iterating your way to success via better data management The data maturity ladder Before AI there was good data","meta_description":"Bogdan Knezevic is the CEO and co-founder of Kaleidoscope Bio, and he's seen enough failed AI implementations to know where they almost always break down.…","key_points":[],"chapters":[],"topics":[],"duration_seconds":2954,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/from-models-to-medicine-7769799/episodes/episode-12-your-life-sciences-data-isn-t-ready-for-ai/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/from-models-to-medicine-7769799/episode-12-your-life-sciences-data-isn-t-ready-for-ai.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}