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Generative AI Design Patterns

Solutions to Common Challenges When Building Genai Agents and Applications

Valliappa Lakshmanan, Hannes Hapke
Livre broché | Anglais
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Description

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 are already hard at work compiling a library of tried-and-true design patterns to address the challenges you're likely to encounter when building applications using LLMs and other GenAI models--hallucinations, nondeterministic answers, and knowledge cutoffs among them. You'll find 31 of the most essential here.

Authors Valliappa Lakshmanan and Hannes Hapke codify advances in research and real-world experience into advice that you can readily incorporate into your projects. Each detailed explanation includes a description of the problem, a proven pattern to solve it, an example, and a discussion of potential trade-offs. Whether you read it cover to cover for inspiration or use it as a daily reference, this practical guide will help you troubleshoot whatever problems may arise.

  • Design around the limitations of LLMs, such as hallucination and nondeterminism
  • Force LLMs to generate text that follows a specific style or grammar
  • Maximize creativity while balancing different types of risk
  • Extend the capability of an LLM beyond just content creation
  • Use patterns together to solve a variety of different use cases

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Contenu

Nombre de pages :
496
Langue:
Anglais

Caractéristiques

EAN:
9798341622661
Date de parution :
18-11-25
Format:
Livre broché
Format numérique:
Trade paperback (VS)
Dimensions :
178 mm x 233 mm

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