The Power of Quality Human Data with SurgeAI Founder and CEO Edwin Chen

EPISODE · Jul 24, 2025 · 32 MIN

The Power of Quality Human Data with SurgeAI Founder and CEO Edwin Chen

from No Priors: Artificial Intelligence | Technology | Startups · host Conviction

In the generative AI revolution, quality data is a valuable commodity. But not all data is created equally. Sarah Guo and Elad Gil sit down with SurgeAI founder and CEO Edwin Chen to discuss the meaning and importance of quality human data. Edwin talks about why he bootstrapped Surge instead of raising venture funds, the importance of scalable oversight in producing quality data, and the work Surge is doing to standardize human evals. Plus, we get Edwin’s take on what Meta’s investment into Scale AI means for Surge, as well as whether or not he thinks an underdog can catch up with OpenAI, Anthropic, and other dominant industry players. Sign up for new podcasts every week. Email feedback to [email protected] Follow us on Twitter: @NoPriorsPod | @Saranormous | @EladGil | @echen | @HelloSurgeAI Chapters: 00:00 – Edwin Chen Introduction 00:41 – Overview of SurgeAI 02:28 – Why SurgeAI Bootstrapped Instead of Raising Funds 07:59 – Explaining SurgeAI’s Product 09:39 – Differentiating SurgeAI from Competitors  11:27 – Measuring the Quality of SurgeAI’s Output 12:25 – Role of Scalable Oversight at SurgeAI 14:02 – Challenges of Building Rich RL Environments 16:39 – Predicting Future Needs for Training AI Models 17:29 – Role of Humans in Data Generation 21:27 – Importance of Human Evaluation for Quality Data 22:51 – SurgeAI’s Work Toward Standardization of Human Evals 23:37 – What the Meta/ScaleAI Deal Means for SurgeAI 24:35 – Edwin’s Underdog Pick to Catch Up to Big AI Companies 24:50 – The Future Frontier Model Landscape 26:25 – Future Directions for SurgeAI 29:29 – What Does High Quality Data Mean? 32:26 – Conclusion

NOW PLAYING

The Power of Quality Human Data with SurgeAI Founder and CEO Edwin Chen

0:00 32:58

No transcript for this episode yet

We transcribe on demand. Request one and we'll notify you when it's ready — usually under 10 minutes.

Consellería do Ritmo Radio Galega Tito Lesende produce e conduce unha serie de capítulos monográficos ou temáticos arredor dunha charla repousada cun artista no ámbito rock ou pop galego. Os músicos e músicas terán un espazo preferente, e poderán compartir protagonismo con outros axentes da escena musical galega: axentes, promotoras, recintos senlleiros etc. Photo Breakdown Scott Wyden Kivowitz Photo Breakdown is a podcast in which we explore the world of photography with a trusted guide, host Scott Wyden Kivowitz. His expertise and passion bring the industry to life as we explore the stories, trends, and ideas shaping it today. Join us as we dissect everything from incredible photographs and creative techniques to the latest gear releases and hot topics in the photography community.In each episode, we break down what’s happening behind the scenes - whether it’s making a powerful image, a candid discussion on industry trends, or a reflection on the tools and technology changing how we make photographs. You’ll get insights, expert opinions, and a fresh perspective on what’s top of mind for photographers right now.Anticipate short, engaging episodes brimming with ideas and inspiration. Be part of the conversation by sharing your thoughts, voice notes, and comments. Your participation is what makes our community vibrant and dynamic.It’s more than just photography - everyth The Last Outlaws Impact Studios at UTS In a History Lab season like no other, we're pulling on the threads of one of Australia's great misunderstood histories, moving beyond the myths to learn what the Aboriginal brothers Jimmy and Joe Governor faced in both life and death.Australia's budding Federation is the background setting to this remarkable story, that sees the Governor brothers tied to the inauguration of a 'new' nation and Australia's dark history of frontier violence, racial injustice and the global trade and defilement of Aboriginal ancestral remains. This Impact Studios production is a collaboration with the Governor family, UTS Faculty of Law and Jumbunna Institute for Indigenous Education and Research.The Last Outlaws teamKatherine Biber - UTS Law Professor and Chief InvestigatorAunty Loretta Parsley - Great-granddaughter of Jimmy Governor and the Governor Family Historian Leroy Parsons - Governor descendant, Narrator and Co-WriterKaitlyn Sawrey - Host, Writer and Senior ProducerFrank Lopez - Writer, Not All At Once Kendall Weihe Two guys talking shop once a week. Mostly about the intersection of technology and money.
URL copied to clipboard!