Generative AI Design Patterns

Solutions to Common Challenges When Building GenAI Agents and Applications

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Beschreibung

<p>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.</p> <p>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.</p> <ul> <li>Design around the limitations of LLMs</li> <li>Ensure that generated content follows a specific style, tone, or format</li> <li>Maximize creativity while balancing different types of risk</li> <li>Build agents that plan, self-correct, take action, and collaborate with other agents</li> <li>Compose patterns into agentic applications for a variety of use cases</li> </ul>

Artikeldetails

EAN

9798341622661

Sprache

Englisch

Einband / Art

Taschenbuch

Maße

231 x 173 x 30 mm

Erscheinungsjahr

2025

Verlag / Hersteller

O'Reilly Media