Dev Interrupted

Why enterprise AI lives or dies on applied research | Contextual AI’s Elizabeth Lingg


Listen Later

What does it take to transform a brilliant AI model from a research paper into a product customers can rely on? We're joined by Elizabeth Lingg, Director of Applied Research at Contextual AI (the team behind RAG), to explore the immense challenge of bridging the gap between the lab and the real world. Drawing on her impressive career at Microsoft, Apple, and in the startup scene, Elizabeth details her journey from academic researcher to an industry leader shipping production AI. 

Elizabeth shares her expert approach to measuring AI impact, emphasizing the need to correlate "inner loop" metrics like accuracy with "outer loop" metrics like customer satisfaction and the crucial "vibe check." Learn why specialized, grounded AI is essential for the enterprise and how using multiple, diverse metrics is the key to avoiding model bias and sycophancy. She provides a framework for how research and engineering teams can collaborate effectively to turn innovative ideas into robust products. 

Check out:

  • Register now: Closing the AI gap: Exceeding executive expectations for AI productivity

Follow the hosts:

  • Follow Ben
  • Follow Andrew

Follow today's guest(s):

  • Learn more about Contextual AI: Contextual.ai Website
  • Follow Contextual AI on Social Media: LinkedIn | X (formerly Twitter)
  • Connect with Elizabeth: LinkedIn

Referenced in today's show:

  • Throwing AI at Developers Won’t Fix Their Problems
  • Why language models hallucinate
  • i ran Claude in a loop for three months, and it created a genz programming language called cursed

Support the show:

  • Subscribe to our Substack
  • Leave us a review
  • Subscribe on YouTube
  • Follow us on Twitter or LinkedIn

Offers:

  • Learn about Continuous Merge with gitStream
  • Get your DORA Metrics free forever
...more
View all episodesView all episodes
Download on the App Store

Dev InterruptedBy LinearB

  • 4.8
  • 4.8
  • 4.8
  • 4.8
  • 4.8

4.8

145 ratings


More shows like Dev Interrupted

View all
Software Engineering Radio by se-radio@computer.org

Software Engineering Radio

271 Listeners

The Changelog: Software Development, Open Source by Changelog Media

The Changelog: Software Development, Open Source

291 Listeners

Software Engineering Daily by Software Engineering Daily

Software Engineering Daily

624 Listeners

The Cloudcast by Massive Studios

The Cloudcast

155 Listeners

Soft Skills Engineering by Jamison Dance and Dave Smith

Soft Skills Engineering

285 Listeners

Thoughtworks Technology Podcast by Thoughtworks

Thoughtworks Technology Podcast

41 Listeners

Y Combinator Startup Podcast by Y Combinator

Y Combinator Startup Podcast

232 Listeners

Syntax - Tasty Web Development Treats by Wes Bos & Scott Tolinski - Full Stack JavaScript Web Developers

Syntax - Tasty Web Development Treats

987 Listeners

REWORK by 37signals

REWORK

210 Listeners

CoRecursive: Coding Stories by Adam Gordon Bell - Software Developer

CoRecursive: Coding Stories

188 Listeners

Practical AI by Practical AI LLC

Practical AI

212 Listeners

The Stack Overflow Podcast by The Stack Overflow Podcast

The Stack Overflow Podcast

62 Listeners

Lenny's Podcast: Product | Career | Growth by Lenny Rachitsky

Lenny's Podcast: Product | Career | Growth

1,365 Listeners

Latent Space: The AI Engineer Podcast by swyx + Alessio

Latent Space: The AI Engineer Podcast

96 Listeners

The Pragmatic Engineer by Gergely Orosz

The Pragmatic Engineer

64 Listeners