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AI Agents: The Definitive Guide: Design, Deployment, and Evaluation for Production

by Nicole Koenigstein

Building AI agents for production

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AlbakiReads Editorial

Building AI agents for production

Nicole Koenigstein’s guide addresses the engineering work involved in taking AI agents beyond prototypes. It organizes the subject across the system stack, from stateful, reasoning, and multi-agent architectures to tool integration, execution boundaries, memory, and monitoring. The book also covers reinforcement learning, search, test-time compute, evaluation during development and production, and infrastructure choices aimed at efficiency. Reliability and security are recurring concerns, including fallbacks, isolation, governance, and threat modeling. Its framework-independent approach gives the material a broad systems focus, with attention to deployment and maintenance as well as design.

Good fit for readers who enjoy

  • Engineers preparing AI-agent prototypes for production
  • Teams building automation systems that need evaluation, monitoring, and fallback strategies
  • Practitioners interested in agent architecture, tool integration, and security

Themes

AI agent architectureProduction deployment and maintenanceEvaluation and reliabilitySecurity and governancePerformance and infrastructure

Based on publisher information and book metadata.

Book overview

As AI agents move from research labs into production, engineering teams face mounting challenges--fragile tools, rising inference costs, erratic behavior, and unmet expectations. AI Agents: The Definitive Guide addresses what most books avoid: how to design, deploy, and maintain real AI agents that actually work in the real world, not just in demos. Written by Nicole Koenigstein, this book offers the practical, system-level foundations needed to build robust, scalable, and secure agentic systems.

Whether you're tasked with making agent prototypes production-ready or building mission-critical automation from the ground up, this book guides you through every layer of the stack, without being framework-dependent. It covers architectures, tool integration, performance optimization, safety strategies, and advanced evaluation, with a relentless focus on reliability and long-term value.

  • Design stateful, reasoning, and multi-agent systems
  • Apply reinforcement learning, search, and test-time compute
  • Build reliable tool integration and execution boundaries
  • Evaluate agents across development and production
  • Design memory, monitoring, fallbacks, and efficient infrastructure
  • Secure agents through isolation, governance, and threat modeling
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