High Agency: The Podcast for AI Builders

Why Your AI Product Needs Evals with Hamel Husain and Swyx

11 snips
Sep 25, 2024
Hamel Husain, an AI consultant with a rich background at GitHub, and Swyx, the insightful host of the Latent Space podcast, delve into the world of AI product development. They emphasize the essential role of evaluations in building robust AI systems. The conversation uncovers common pitfalls engineers face and explores literate programming as a transformative approach for coding. They also discuss creating synthetic data for real-world applications and the need for a harmonious integration of AI into workflows for truly impactful results.
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ADVICE

Evaluate AI Products

  • Evaluate AI products rigorously, moving beyond "vibe checks."
  • Analyze data and logs for errors, categorizing and creating tests for them.
ADVICE

Getting Started with Evals

  • Start with error analysis by looking at data and classifying errors.
  • Write code-based tests or assertions for the simplest error types.
ANECDOTE

ReChat Example

  • Hamel worked on a real estate CRM product called ReChat, which has an AI named Lucy.
  • By analyzing data, they discovered and fixed numerous errors, from emitting UUIDs to UI rendering issues.
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