Unsupervised Learning

Ep 69: Co-Founder of Databricks & LMArena on Current Eval Limitations, Why China is Winning Open Source and Future of AI Infrastructure


Listen Later

Ion Stoica helped define the modern data stack. Now he’s coming for AI evaluation. From co-founding Databricks and Anyscale to launching LMArena, Ion has shaped the infrastructure underlying some of the biggest shifts in computing. In this conversation, he unpacks what most people get wrong about model evaluation, the infrastructure challenges ahead for agents and heterogeneous compute, and why he believes the U.S. is structurally disadvantaged in open-source AI compared to China.

 

(0:00) Intro
(0:49) Launching a New Startup: LMArena
(1:01) The Origin of the Vicuna Model
(1:54) Challenges in Model Evaluation
(6:33) Becoming a Company
(7:47) Expanding Evaluation Capabilities
(13:48) The Importance of Human-Based Evaluations
(18:56) Open Source vs. Proprietary Models
(23:05) Infrastructure and Collaboration Challenges
(28:22) China's Strategic Advantages in Technology
(29:54) Opportunities in AI Infrastructure
(31:50) Challenges in AI Model Optimization
(35:49) The Role of Data in AI Enterprises
(39:31) Reflections on AI Progress and Predictions
(50:40) Quickfire

 

With your co-hosts: 

@jacobeffron 

- Partner at Redpoint, Former PM Flatiron Health 

@patrickachase 

- Partner at Redpoint, Former ML Engineer LinkedIn 

@ericabrescia 

- Former COO Github, Founder Bitnami (acq’d by VMWare) 

@jordan_segall 

- Partner at Redpoint

...more
View all episodesView all episodes
Download on the App Store

Unsupervised LearningBy by Redpoint Ventures

  • 4.9
  • 4.9
  • 4.9
  • 4.9
  • 4.9

4.9

38 ratings


More shows like Unsupervised Learning

View all
a16z Podcast by Andreessen Horowitz

a16z Podcast

1,032 Listeners

The Twenty Minute VC (20VC): Venture Capital | Startup Funding | The Pitch by Harry Stebbings

The Twenty Minute VC (20VC): Venture Capital | Startup Funding | The Pitch

519 Listeners

Y Combinator Startup Podcast by Y Combinator

Y Combinator Startup Podcast

217 Listeners

Practical AI by Practical AI LLC

Practical AI

192 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

87 Listeners

Dwarkesh Podcast by Dwarkesh Patel

Dwarkesh Podcast

401 Listeners

Big Technology Podcast by Alex Kantrowitz

Big Technology Podcast

441 Listeners

The Logan Bartlett Show by by Redpoint Ventures

The Logan Bartlett Show

186 Listeners

No Priors: Artificial Intelligence | Technology | Startups by Conviction

No Priors: Artificial Intelligence | Technology | Startups

121 Listeners

This Day in AI Podcast by Michael Sharkey, Chris Sharkey

This Day in AI Podcast

201 Listeners

Latent Space: The AI Engineer Podcast by swyx + Alessio

Latent Space: The AI Engineer Podcast

75 Listeners

BG2Pod with Brad Gerstner and Bill Gurley by BG2Pod

BG2Pod with Brad Gerstner and Bill Gurley

461 Listeners

AI + a16z by a16z

AI + a16z

29 Listeners

Lightcone Podcast by Y Combinator

Lightcone Podcast

22 Listeners

Training Data by Sequoia Capital

Training Data

43 Listeners