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Generative AI Design Patterns : Solutions to Common Challenges When Building Genai Agents and Applications - Hannes Hapke

Generative AI Design Patterns

Solutions to Common Challenges When Building Genai Agents and Applications

By: Hannes Hapke, Valliappa Lakshmanan

Paperback | 21 October 2025

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Generative AI enables powerful new capabilities, but they come with some serious limitations that you'll have to tackle to ship a reliable application or agent. Luckily, experts in the field have compiled a library of 32 tried-and-true design patterns to address the challenges you're likely to encounter when building applications using LLMs, such as hallucinations, nondeterministic responses, and knowledge cutoffs. This book codifies research and real-world experience into advice you can incorporate into your projects. Each pattern describes a problem, shows a proven way to solve it with a fully coded example, and discusses trade-offs. Design around the limitations of LLMsEnsure that generated content follows a specific style, tone, or formatMaximize creativity while balancing different types of riskBuild agents that plan, self-correct, take action, and collaborate with other agentsCompose patterns into agentic applications for a variety of use cases

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