{"podcast":{"title":"A Beginner's Guide to AI","slug":"a-beginner-s-guide-to-ai-6564486","podcast_index_feed_id":6564486,"rss_url":"https://feeds.acast.com/public/shows/6953b9ead0c0aeaf12bcbd70","website_url":"https://beginnersguideto.ai","image_url":"https://assets.pippa.io/shows/6953b9ead0c0aeaf12bcbd70/1775937040655-f9bd5912-90a1-4b94-94d9-74b2e0c1f73a.jpeg","author":"Dietmar Fischer","episode_count":401,"summary":"\" A Beginner's Guide to AI \" makes the complex world of Artificial Intelligence accessible to all. Each episode either asks someone working with AI about what they do and how AI can help you or it explains an important concept/idea. Ideal for novices, tech enthusiasts, and the simply curious, this podcast transforms AI learning into an engaging, digestible journey. Join us and learn everything you need to know on how to use AI in the best way 🚀 🎙️ About The Host, Dietmar Fischer Dietmar is a podcaster and AI marketer from Berlin. If you want to know how to get your AI or your digital marketing going, just contact him at argoberlin.com Hosted on Acast. See acast.com/privacy for more information.","last_synced_at":"2026-09-20T20:17:03.024809+00:00","page_url":"https://stenobird.com/podcast/a-beginner-s-guide-to-ai-6564486"},"episode":{"title":"Most AI Systems Don't Fail In The Middle. They Fail At The Edges","slug":"most-ai-systems-don-t-fail-in-the-middle-they-fail-at-the-edges","published_at":"2026-08-22T18:26:11+00:00","page_url":"https://stenobird.com/podcast/a-beginner-s-guide-to-ai-6564486/most-ai-systems-don-t-fail-in-the-middle-they-fail-at-the-edges","show_page_url":"https://stenobird.com/podcast/a-beginner-s-guide-to-ai-6564486","url":"https://shows.acast.com/beginners-guide-to-ai/episodes/most-ai-systems-dont-fail-in-the-middle-they-fail-at-the-edg","audio_url":"https://sphinx.acast.com/p/open/s/6953b9ead0c0aeaf12bcbd70/e/6a89932a49367c27e23b790f/media.mp3","summary":"Why Your AI Works Perfectly Until It Doesn't Edge Cases, Blind Spots and the Failures Nobody Tests For 🤖 Every AI system has a comfortable middle and a neglected edge. In the middle everything works: the typical customer, the standard query, the well-lit product photo. At the edge sits everything else, and that is where artificial intelligence quietly, confidently falls apart. This episode is about edge cases, the rare and ambiguous situations no dataset fully contains, and why they are not a bug to be patched away but a permanent feature of how machines learn. 🐱 We start with a model that called a cat in a knitted jumper a loaf of bread with 94% confidence, then unpack the machinery behind such failures: why rare events are only rare individually while being collectively constant, why confidence scores measure plausibility rather than understanding, why models take shortcuts (the wolf classifier that had actually learned to spot snow), and why data drift makes healthy systems rot without anyone noticing. 🚗 Then the stakes rise. The case study examines the fatal 2018 Tempe crash involving an Uber self-driving vehicle and Elaine Herzberg, using the official NTSB report HAR-19-03. The system detected her six seconds before impact but never settled on what she was, because she was a pedestrian pushing a bicycle. Alongside it we look at Gender Shades by Joy Buolamwini and Timnit Gebru, where highly accurate facial analysis systems showed error rates near 35% for darker-skinned women. 🛠️ We close with practical guidance: how to red team any AI tool in twenty minutes, five questions to ask every vendor, and why \"a human is in the loop\" is the beginning of a safety plan rather than the whole of one. ✨ Key Highlights 🎯 Edge cases, outliers, corner cases and out-of-distribution…","meta_description":"Why Your AI Works Perfectly Until It Doesn't Edge Cases, Blind Spots and the Failures Nobody Tests For 🤖 Every AI system has a comfortable middle and a ne…","key_points":[],"chapters":[],"topics":[],"duration_seconds":2479,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/a-beginner-s-guide-to-ai-6564486/episodes/most-ai-systems-don-t-fail-in-the-middle-they-fail-at-the-edges/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/a-beginner-s-guide-to-ai-6564486/most-ai-systems-don-t-fail-in-the-middle-they-fail-at-the-edges.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}