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Why Your AI Product Needs Evals with Hamel Husain and Swyx
Manage episode 441766382 series 3586305
Content provided by Raza Habib. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Raza Habib or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.
Hamel Husain is a seasoned AI consultant and engineer with experience at companies like GitHub, DataRobot, and Airbnb. He is a trailblazer in AI development, known for his innovative work in literate programming and AI-assisted development tools. Shawn Wang (aka Swyx) is the host of the Latent Space podcast, the author of the essay 'Rise of the AI Engineer,' and the founder of the AI Engineer World Fair. In this episode, Hamel and Swyx share their unique insights on building effective AI products, the critical importance of evaluations, and their vision for the future of AI engineering.
Chapters
00:00 - Introduction and recent AI advancements
06:14 - The critical role of evals in AI product development
15:33 - Common pitfalls in AI product development
26:33 - Literate programming: A new paradigm for AI development
39:58 - Answer AI and innovative approaches to software development
51:56 - Integrating AI with literate programming environments
58:47 - The importance of understanding AI prompts
01:00:37 - Assessing the current state of AI adoption
01:07:10 - Challenges in evaluating AI models
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Humanloop is an Integrated Development Environment for Large Language Models. It enables product teams to develop LLM-based applications that are reliable and scalable. To find out more go to humanloop.com
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Manage episode 441766382 series 3586305
Content provided by Raza Habib. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Raza Habib or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.
Hamel Husain is a seasoned AI consultant and engineer with experience at companies like GitHub, DataRobot, and Airbnb. He is a trailblazer in AI development, known for his innovative work in literate programming and AI-assisted development tools. Shawn Wang (aka Swyx) is the host of the Latent Space podcast, the author of the essay 'Rise of the AI Engineer,' and the founder of the AI Engineer World Fair. In this episode, Hamel and Swyx share their unique insights on building effective AI products, the critical importance of evaluations, and their vision for the future of AI engineering.
Chapters
00:00 - Introduction and recent AI advancements
06:14 - The critical role of evals in AI product development
15:33 - Common pitfalls in AI product development
26:33 - Literate programming: A new paradigm for AI development
39:58 - Answer AI and innovative approaches to software development
51:56 - Integrating AI with literate programming environments
58:47 - The importance of understanding AI prompts
01:00:37 - Assessing the current state of AI adoption
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Humanloop is an Integrated Development Environment for Large Language Models. It enables product teams to develop LLM-based applications that are reliable and scalable. To find out more go to humanloop.com
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Similar to High Agency: The Podcast for AI Builders
Show notes are at https://stevelitchfield.com/sshow/chat.html
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Three nerds discussing tech, Apple, programming, and loosely related matters.
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