{"podcast":{"title":"Unsupervised Learning with Jacob Effron","slug":"unsupervised-learning-with-jacob-effron-6041643","podcast_index_feed_id":6041643,"rss_url":"https://feeds.simplecast.com/dOSE_bdP","website_url":"https://unsupervised-learning.simplecast.com","image_url":"https://image.simplecastcdn.com/images/ff0dbf2f-5711-4964-9172-807c39ca4824/be7895b2-4fcc-4f70-9864-584710596b1d/3000x3000/redpoint-unsupervised-learning-logo.jpg?aid=rss_feed","author":"Redpoint Ventures","episode_count":98,"summary":"We probe the sharpest minds in AI in search for the truth about what’s real today, what will be real in the future and what it all means for businesses and the world. If you’re a builder, researcher or investor navigating the AI world, this podcast will help you deconstruct and understand the most important breakthroughs and see a clearer picture of reality. Follow this show and consider enabling notifications to stay up to date on our latest episodes. Unsupervised Learning is a podcast by Redpoint Ventures, an early-stage venture capital fund that has invested in companies like Snowflake, Stripe, and Mistral. Hosted by Redpoint investor Jacob Effron alongside Patrick Chase, Jordan Segall and Erica Brescia.","last_synced_at":"2026-07-10T00:20:35.953212+00:00","page_url":"https://stenobird.com/podcast/unsupervised-learning-with-jacob-effron-6041643"},"episode":{"title":"Ep 71: CEO of TurboPuffer Simon Eskildsen on Building Smarter Retrieval, AI App Must-Have Features & Current State of Vector DBs","slug":"ep-71-ceo-of-turbopuffer-simon-eskildsen-on-building-smarter-retrieval-ai-app-must-have-features-current-state-of-vector-dbs","published_at":"2025-07-22T12:50:04+00:00","page_url":"https://stenobird.com/podcast/unsupervised-learning-with-jacob-effron-6041643/ep-71-ceo-of-turbopuffer-simon-eskildsen-on-building-smarter-retrieval-ai-app-must-have-features-current-state-of-vector-dbs","show_page_url":"https://stenobird.com/podcast/unsupervised-learning-with-jacob-effron-6041643","url":"https://unsupervised-learning.simplecast.com/episodes/ep-71-ceo-of-turbopuffer-simon-eskildsen-on-building-smarter-retrieval-ai-app-must-have-features-current-state-of-vector-dbs-wDVoriM7","audio_url":"https://cdn.simplecast.com/audio/2c08ad29-5b79-42c0-a40a-6c1af4327f2f/episodes/22a5fb80-e8c7-4d71-80ad-f46f42e99a3a/audio/7a562e0e-fc92-45b7-9cf2-de7f52fd5f44/default_tc.mp3?aid=rss_feed&feed=dOSE_bdP","summary":"In this episode, Simon Eskildsen, co-founder and CEO of TurboPuffer, lays out a compelling vision for how AI-native infrastructure needs to evolve in an era where every application wants to connect massive amounts of context to large language models. He breaks down why traditional databases and even large context windows fall short—especially at scale—and why object-storage-native search is the inevitable next step. Drawing on his experience from Shopify and Readwise, Simon introduces the SCRAP framework to explain the limits of context stuffing and makes a clear case for why cost, recall, performance, and access control drive the need for smarter retrieval systems. From practical lessons in building highly reliable infra to hard technical problems in vector indexing, this conversation distills the future of AI infra into first principles—with clarity and depth.","meta_description":"In this episode, Simon Eskildsen, co-founder and CEO of TurboPuffer, lays out a compelling vision for how AI-native infrastructure needs to evolve in an e…","key_points":[],"chapters":[],"topics":[],"duration_seconds":3068,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/unsupervised-learning-with-jacob-effron-6041643/episodes/ep-71-ceo-of-turbopuffer-simon-eskildsen-on-building-smarter-retrieval-ai-app-must-have-features-current-state-of-vector-dbs/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/unsupervised-learning-with-jacob-effron-6041643/ep-71-ceo-of-turbopuffer-simon-eskildsen-on-building-smarter-retrieval-ai-app-must-have-features-current-state-of-vector-dbs.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}