{"podcast":{"title":"Now I Get It, with Dr. Andy","slug":"now-i-get-it-with-dr-andy-6931085","podcast_index_feed_id":6931085,"rss_url":"https://feeds.acast.com/public/shows/665f291eaa134f001225717a","website_url":"https://feeds.acast.com/public/shows/now-i-get-it-with-dr-andy","image_url":"https://assets.pippa.io/shows/cover/1717512415837-185b40da2d16be348106d3f9cdadbde8.jpeg","author":"Andrew Winkler","episode_count":50,"summary":"I’m Andrew Winkler, a former Stanford and Columbia math professor. We’ll explore the most interesting insights I’ve come across, ranging across the mental landscape: math, science, personality, how we think and feel, and how we love or feel unloved. We’ll give answers to all the most confusing questions everyone has, have new books and authors, and reach new understandings. Hosted on Acast. See acast.com/privacy for more information.","last_synced_at":"2026-07-23T18:18:02.871283+00:00","page_url":"https://stenobird.com/podcast/now-i-get-it-with-dr-andy-6931085"},"episode":{"title":"How AI Really Works: Large Language Models, Human Intelligence, and the Math Behind the Magic","slug":"how-ai-really-works-large-language-models-human-intelligence-and-the-math-behind-the-magic","published_at":"2026-05-21T09:00:00+00:00","page_url":"https://stenobird.com/podcast/now-i-get-it-with-dr-andy-6931085/how-ai-really-works-large-language-models-human-intelligence-and-the-math-behind-the-magic","show_page_url":"https://stenobird.com/podcast/now-i-get-it-with-dr-andy-6931085","url":"https://shows.acast.com/now-i-get-it-with-dr-andy/episodes/how-ai-really-works-large-language-models-human-intelligence","audio_url":"https://sphinx.acast.com/p/open/s/665f291eaa134f001225717a/e/6a0c1ba2a9d7442983c84934/media.mp3","summary":"What if artificial intelligence doesn't replace human intelligence — it amplifies it? And what if the quality of what you bring to AI is exactly what determines what you get back? Welcome to Now I Get It with Dr. Andy. I'm Andrew Winkler, and in this episode I'm taking a deep dive into one of the most consequential technologies of our time: large language models. I break down how these systems are built on surprisingly elegant mathematics, why language itself has a hidden statistical structure that makes AI possible, and what it really means for how we interact with these powerful tools. Tune in as I explore the neural network foundations that underpin modern AI, unpack the \"garbage in, garbage out\" principle in its most precise form, and reveal why the most important thing you can bring to an AI conversation is your own intelligence and curiosity. In this episode, you will learn: (00:27) Neural networks are built on elegant mathematics (01:15) One nonlinearity unlocks AI's power to model anything (02:47) Models extract signal, not just memorize data (04:30) Language has a hidden statistical structure AI can learn (08:30) AI defaults to average intelligence without strong context (09:03) Smarter input produces smarter AI output (09:45) AI amplifies human intelligence — it doesn't replace it Let’s connect! linktr.ee/drprandy Hosted on Acast. See acast.com/privacy for more information.","meta_description":"What if artificial intelligence doesn't replace human intelligence — it amplifies it? And what if the quality of what you bring to AI is exactly what dete…","key_points":[],"chapters":[],"topics":[],"duration_seconds":701,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/now-i-get-it-with-dr-andy-6931085/episodes/how-ai-really-works-large-language-models-human-intelligence-and-the-math-behind-the-magic/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/now-i-get-it-with-dr-andy-6931085/how-ai-really-works-large-language-models-human-intelligence-and-the-math-behind-the-magic.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}