The Startup Powering The Data Behind AGI

The Startup Powering The Data Behind AGI

In this episode of Gradient Dissent, Lukas Biewald talks with the CEO & founder of Surge AI, the billion-dollar company quietly powering the next generation of frontier LLMs. They discuss Surge's origin story, why traditional data labeling is broken, and how their research-focused approach is reshaping how models are trained.

You’ll hear why inter-annotator agreement fails in high-complexity tasks like poetry and math, why synthetic data is often overrated, and how Surge builds rich RL environments to stress-test agentic reasoning. They also go deep on what kinds of data will be critical to future progress in AI—from scientific discovery to multimodal reasoning and personalized alignment.


It’s a rare, behind-the-scenes look into the world of high-quality data generation at scale—straight from the team most frontier labs trust to get it right.


Timestamps:

00:00 – Intro: Who is Edwin Chen?

03:40 – The problem with early data labeling systems

06:20 – Search ranking, clickbait, and product principles

10:05 – Why Surge focused on high-skill, high-quality labeling

13:50 – From Craigslist workers to a billion-dollar business

16:40 – Scaling without funding and avoiding Silicon Valley status games

21:15 – Why most human data platforms lack real tech

25:05 – Detecting cheaters, liars, and low-quality labelers

28:30 – Why inter-annotator agreement is a flawed metric

32:15 – What makes a great poem? Not checkboxes

36:40 – Measuring subjective quality rigorously

40:00 – What types of data are becoming more important

44:15 – Scientific collaboration and frontier research data

47:00 – Multimodal data, Argentinian coding, and hyper-specificity

50:10 – What's wrong with LMSYS and benchmark hacking

53:20 – Personalization and taste in model behavior

56:00 – Synthetic data vs. high-quality human data


Follow Weights & Biases:

https://twitter.com/weights_biases

https://www.linkedin.com/company/wandb

Avsnitt(128)

Snowflake’s CEO Sridhar Ramaswamy on 700+ LLM enterprise use cases

Snowflake’s CEO Sridhar Ramaswamy on 700+ LLM enterprise use cases

In this episode of Gradient Dissent, Snowflake CEO Sridhar Ramaswamy joins host Lukas Biewald to explore how AI is transforming enterprise data strategies.They discuss Sridhar's journey from Google to Snowflake, diving into the evolving role of foundation models, Snowflake’s AI strategy, and the challenges of scaling AI in business. Sridhar also shares his thoughts on leadership, rapid iteration, and creating meaningful AI solutions for enterprise clients. Tune in to discover how Snowflake is driving innovation in the AI and data space.Connect with Sridhar Ramaswamy:https://www.linkedin.com/in/sridhar-ramaswamy/ Follow Weights & Biases:https://twitter.com/weights_biases https://www.linkedin.com/company/wandb Join the Weights & Biases Discord Server:https://discord.gg/CkZKRNnaf3

10 Okt 202455min

Elevating ML Infrastructure with Modal Labs CEO Erik Bernhardsson

Elevating ML Infrastructure with Modal Labs CEO Erik Bernhardsson

In this episode of Gradient Dissent, Erik Bernhardsson, CEO & Founder of Modal Labs, joins host Lukas Biewald to discuss the future of machine learning infrastructure. They explore how Modal is enhancing the developer experience, handling large-scale GPU workloads, and simplifying cloud execution for data teams. If you’re into AI, data pipelines, or building robust ML systems, this episode is packed with valuable insights!🎙 *Listen on Apple Podcasts*: http://wandb.me/apple-podcasts🎙 *Listen on Spotify*: http://wandb.me/spotify ✅ *Subscribe to Weights & Biases* → https://bit.ly/45BCkYz🎙 Get our podcasts on these platforms:Apple Podcasts: http://wandb.me/apple-podcastsSpotify: http://wandb.me/spotifyGoogle: http://wandb.me/gd_googleYouTube: http://wandb.me/youtubeConnect with Erik Bernhardsson: https://www.linkedin.com/in/erikbern/ https://x.com/bernhardsson Follow Weights & Biases:https://twitter.com/weights_biases https://www.linkedin.com/company/wandb Join the Weights & Biases Discord Server:https://discord.gg/CkZKRNnaf3

26 Sep 202449min

From No-Code to AI-Powered Apps with Airtable’s Howie Liu

From No-Code to AI-Powered Apps with Airtable’s Howie Liu

In this episode of Gradient Dissent, Howie Lou, CEO of Airtable, joins host Lukas Biewald to dive into Airtable's transformation from a no-code app builder to a platform capable of supporting complex AI-driven workflows. They discuss the strategic decisions that propelled Airtable's growth, the challenges of scaling AI in enterprise settings, and the future of AI in business operations. Discover how Airtable is reshaping digital transformation and why flexibility and innovation are key in today's tech landscape. Tune in now to learn about the evolving role of AI in business and product development.🎙 *Listen on Apple Podcasts*: http://wandb.me/apple-podcasts🎙 *Listen on Spotify*: http://wandb.me/spotify ✅ *Subscribe to Weights & Biases* → https://bit.ly/45BCkYz🎙 Get our podcasts on these platforms:Apple Podcasts: http://wandb.me/apple-podcastsSpotify: http://wandb.me/spotifyGoogle: http://wandb.me/gd_googleYouTube: http://wandb.me/youtubeConnect with Howie Liu:https://www.linkedin.com/in/howieliu/ https://x.com/howietl Follow Weights & Biases:https://twitter.com/weights_biases https://www.linkedin.com/company/wandb Join the Weights & Biases Discord Server:https://discord.gg/CkZKRNnaf3

12 Sep 20241h 12min

Launching the Fastest AI Inference Solution with Cerebras Systems CEO Andrew Feldman

Launching the Fastest AI Inference Solution with Cerebras Systems CEO Andrew Feldman

In this episode of Gradient Dissent, Andrew Feldman, CEO of Cerebras Systems, joins host Lukas Biewald to discuss the latest advancements in AI inference technology. They explore Cerebras Systems' groundbreaking new AI inference product, examining how their wafer-scale chips are setting new benchmarks in speed, accuracy, and cost efficiency. Andrew shares insights on the architectural innovations that make this possible and discusses the broader implications for AI workloads in production. This episode provides a comprehensive look at the cutting-edge of AI hardware and its impact on the future of machine learning.✅ *Subscribe to Weights & Biases* → https://bit.ly/45BCkYz🎙 Get our podcasts on these platforms:Apple Podcasts: http://wandb.me/apple-podcastsSpotify: http://wandb.me/spotifyGoogle: http://wandb.me/gd_googleYouTube: http://wandb.me/youtubeConnect with Andrew Feldman:https://www.linkedin.com/in/andrewdfeldman/ Follow Weights & Biases:https://twitter.com/weights_biases https://www.linkedin.com/company/wandb Join the Weights & Biases Discord Server:https://discord.gg/CkZKRNnaf3Paper Andrew referenced Paul David- Economic historian https://www.jstor.org/stable/2006600

27 Aug 202453min

Reinventing AI Agents with Imbue CEO Kanjun Qiu

Reinventing AI Agents with Imbue CEO Kanjun Qiu

In this episode of Gradient Dissent, Kanjun Qiu, CEO and Co-founder of Imbue, joins host Lukas Biewald to discuss how AI agents are transforming code generation and software development. Discover the potential impact and challenges of creating autonomous AI systems that can write and verify code and and learn about the practical research involved.✅ *Subscribe to Weights & Biases* → https://bit.ly/45BCkYzConnect with Kanjun Qiu: https://www.linkedin.com/in/kanjun/ https://x.com/kanjunGeneral Intelligent Podcast: https://imbue.com/podcast/Follow Weights & Biases:https://twitter.com/weights_biases https://www.linkedin.com/company/wandb Join the Weights & Biases Discord Server:https://discord.gg/CkZKRNnaf3

8 Aug 202448min

From startup to $1.2B with Lambda’s Stephen Balaban

From startup to $1.2B with Lambda’s Stephen Balaban

In this episode of Gradient Dissent, Stephen Balaban, CEO of Lambda Labs, joins host Lukas Biewald to discuss the journey of scaling Lambda Labs to an impressive $400M in revenue. They explore the pivotal moments that shaped the company, the future of GPU technology, and the impact of AI data centers on the energy grid. Discover the challenges and triumphs of running a successful hardware and cloud business in the AI industry.Tune in now to explore the evolving landscape of AI hardware and cloud services.✅ *Subscribe to Weights & Biases* → https://bit.ly/45BCkYzConnect with Stephen Balaban:https://www.linkedin.com/in/sbalaban/ https://x.com/stephenbalaban Follow Weights & Biases:https://twitter.com/weights_biases https://www.linkedin.com/company/wandb

25 Juli 202449min

Harnessing AI for legal practice with CoCounsel’s Jake Heller

Harnessing AI for legal practice with CoCounsel’s Jake Heller

In this episode of Gradient Dissent, Jake Heller, Head of Product, CoCounsel, joins host Lukas Biewald to discuss how AI is innovating legal practices and reshaping educational approaches for aspiring lawyers. From automating document review to enhancing legal research capabilities, explore the potential impact and challenges AI presents in the legal field. Whether you're a legal professional, a student, or simply curious about the future of law and technology, this conversation provides valuable insights and perspectives. Tune in now to explore the evolving landscape of AI in legal education. ✅ *Subscribe to Weights & Biases* → https://bit.ly/45BCkYz 🎙 Get our podcasts on these platforms: Apple Podcasts: http://wandb.me/apple-podcasts Spotify: http://wandb.me/spotify Google: http://wandb.me/gd_google YouTube: http://wandb.me/youtube Connect with Jake Heller: https://www.linkedin.com/in/jakeheller Follow Weights & Biases: https://twitter.com/weights_biases https://www.linkedin.com/company/wandb Join the Weights & Biases Discord Server: https://discord.gg/CkZKRNnaf3

11 Juli 20241h 4min

Transforming Search with Perplexity AI’s CTO Denis Yarats

Transforming Search with Perplexity AI’s CTO Denis Yarats

In this episode of Gradient Dissent, Denis Yarats, CTO of Perplexity, joins host Lukas Biewald to discuss the innovative use of AI in creating high-quality, fast search engine answers.Discover how Perplexity combines advancements in search engines and LLMs to deliver precise answers. Yarats shares insights on the technical challenges, the importance of speed, and the future of AI in search.✅ *Subscribe to Weights & Biases* → https://bit.ly/45BCkYz🎙 Get our podcasts on these platforms:Apple Podcasts: http://wandb.me/apple-podcastsSpotify: http://wandb.me/spotifyGoogle: http://wandb.me/gd_googleYouTube: http://wandb.me/youtubeConnect with Denis Yarats:https://www.linkedin.com/in/denisyarats/ https://x.com/denisyarats Follow Weights & Biases:https://twitter.com/weights_biases https://www.linkedin.com/company/wandb Join the Weights & Biases Discord Server:https://discord.gg/CkZKRNnaf3

20 Juni 202443min

Populärt inom Business & ekonomi

badfluence
framgangspodden
varvet
rss-borsens-finest
svd-ledarredaktionen
avanzapodden
lastbilspodden
rss-svart-marknad
rss-kort-lang-analyspodden-fran-di
borsmorgon
fill-or-kill
rss-dagen-med-di
dynastin
rss-placerapodden
uppgang-och-fall
24fragor
rikatillsammans-om-privatekonomi-rikedom-i-livet
tabberaset
rss-en-rik-historia
rss-den-nya-ekonomin