{"podcast":{"title":"AI + a16z","slug":"ai-a16z-6874937","podcast_index_feed_id":6874937,"rss_url":"https://feeds.simplecast.com/Hb_IuXOo","website_url":"https://ai-a16z.simplecast.com","image_url":"https://image.simplecastcdn.com/images/89450696-5007-4713-8168-eea085e49626/80ad2223-d8fa-4bb2-9645-8e2c1168a372/3000x3000/ai-a16z-podcast-cover-art-2.jpg?aid=rss_feed","author":"Derrick Harris","episode_count":100,"summary":"Artificial intelligence is changing everything from art to enterprise IT, and a16z is watching all of it with a close eye. This podcast features discussions with leading AI engineers, founders, and experts, as well as our general partners, about where the technology and industry are heading.","last_synced_at":"2026-06-16T06:20:43.738545+00:00","page_url":"https://stenobird.com/podcast/ai-a16z-6874937"},"episode":{"title":"Why We Need Continual Learning","slug":"why-we-need-continual-learning","published_at":"2026-04-28T10:00:00+00:00","page_url":"https://stenobird.com/podcast/ai-a16z-6874937/why-we-need-continual-learning","show_page_url":"https://stenobird.com/podcast/ai-a16z-6874937","url":"https://ai-a16z.simplecast.com/episodes/why-we-need-continual-learning-xKmXoC4Y","audio_url":"https://mgln.ai/e/1344/afp-848985-injected.calisto.simplecastaudio.com/112866f3-1a50-4a8d-b12e-850b73e71b33/episodes/153ddfe2-39ec-4e30-bd0d-e1fb8030dd19/audio/128/default.mp3?aid=rss_feed&awCollectionId=112866f3-1a50-4a8d-b12e-850b73e71b33&awEpisodeId=153ddfe2-39ec-4e30-bd0d-e1fb8030dd19&feed=Hb_IuXOo","summary":"Elena Burger speaks with Malika Aubakirova, partner on the AI infrastructure team at a16z, about why today’s AI systems struggle to learn over time. They discuss the limits of in-context learning, the case for continual learning, and how models may need to evolve from static systems into ones that learn from experience.","meta_description":"Elena Burger speaks with Malika Aubakirova, partner on the AI infrastructure team at a16z, about why today’s AI systems struggle to learn over time. They…","key_points":[],"chapters":[],"topics":[],"duration_seconds":1118,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/ai-a16z-6874937/episodes/why-we-need-continual-learning/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/ai-a16z-6874937/why-we-need-continual-learning.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}