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O'Reilly Media

Evals for AI Engineers: Systematically Measuring and Improving AI Applications

Evals for AI Engineers: Systematically Measuring and Improving AI Applications

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Stop using guesswork to find out how your AI applications are performing. Evals for AI Engineers gives you a practical framework for systematically testing, measuring, and improving AI applications, especially those built with LLMs. Written by Shreya Shankar and Hamel Husain, AI engineers with extensive experience across 35+ AI products and cutting-edge research, this book focuses on the techniques teams actually need to build reliable AI systems in production.

Ideal for software engineers, technical product managers, and technical leads, this hands-on guide shows you how to build an evaluation process that improves alongside your product.

  • Find and prioritize failures through systematic error analysis and representative test sets
  • Build trustworthy evaluations using code based checks, LLM judges, human feedback, and synthetic data
  • Improve production systems over time by monitoring regressions and optimizing quality, latency, and cost


Author: Shreya Shankar,Hamel Husain
Binding Type: Paperback
Publisher: O'Reilly Media
Published: 11/17/2026
Pages: 238
Weight: 0.86lbs
Size: 9.19h x 7.00w x 0.51d
ISBN: 9798341660724
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