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

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

Author: Conviction July 24, 2025 Duration: 32:58
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 show@no-priors.com 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

Elad Gil and Sarah Guo guide conversations in No Priors: Artificial Intelligence | Technology | Startups that cut straight to the core of what's happening now. This isn't about abstract futures; it's grounded in dialogues with the very people building and shaping the field-leading AI engineers, pioneering researchers, and the founders turning theory into reality. Each episode tackles the pressing, often daunting questions that define this technological inflection point. You'll hear them explore the practical pathways and hurdles toward AGI, debate which industries are genuinely poised for transformation, and examine how the state-of-the-art in research translates into real-world products and societal shifts. The discussions naturally span the impact on commerce, culture, and the very structure of how we live and work. Produced by Conviction, this podcast serves as an essential, clear-eyed resource for anyone looking to move beyond the hype and understand the forces driving the AI revolution. Sarah Guo, a startup investor, and Elad Gil bring their direct experience to these conversations, ensuring every interview provides substantive insight you can use.
Author: Language: English Episodes: 100

No Priors: Artificial Intelligence | Technology | Startups
Podcast Episodes
Erik Bernhardsson on Creating Tools That Make AI Feel Effortless [not-audio_url] [/not-audio_url]

Duration: 23:36
Today on No Priors, Elad chats with Erik Bernhardsson, founder and CEO of Modal Labs, a platform simplifying ML workflows by providing a serverless infrastructure designed to streamline deployment, scaling, and developme…
The Best of 2024 with Sarah Guo and Elad Gil [not-audio_url] [/not-audio_url]

Duration: 27:07
2024 has been a year of transformative technological progress, marked by conversations that have reshaped our understanding of AI's evolution and what lies ahead. Throughout the year, Sarah and Elad have had the privileg…
Revolutionizing Customer Success with Agency’s Elias Torres [not-audio_url] [/not-audio_url]

Duration: 31:18
Today on No Priors, Sarah sits down with Elias Torres, CEO and founder of Agency, an AI agent for customer success teams. Elias shares his journey from growing up in Nicaragua to founding several companies, leading engin…
How Diamond Cooling Could Power the Future of AI, with Akash Systems [not-audio_url] [/not-audio_url]

Duration: 42:21
In this episode of No Priors, Sarah sits down with Felix Ejeckam and Ty Mitchell, founders of Akash Systems, a company pioneering diamond-based cooling technology for semiconductors used in space applications and large-s…
Model Plateaus and Enterprise AI Adoption with Cohere's Aidan Gomez [not-audio_url] [/not-audio_url]

Duration: 44:15
In this episode of No Priors, Sarah is joined by Aidan Gomez, cofounder and CEO of Cohere. Aidan reflects on his journey to co-authoring the groundbreaking 2017 paper, “Attention is All You Need,” during his internship,…
AI and the Future of Math, with DeepMind’s AlphaProof Team [not-audio_url] [/not-audio_url]

Duration: 39:21
In this week’s episode of No Priors, Sarah and Elad sit down with the Google DeepMind team behind AlphaProof, Laurent Sartran, Rishi Mehta, and Thomas Hubert. AlphaProof is a new reinforcement learning-based system for f…