- 生成式AI设计模式(影印版)(英文版)
- - 作者：(美)瓦利阿帕·拉克什曼南//汉内斯·哈普克|责编:张烨
  - 出版社：东南大学
  - ISBN：9787576627695
  - 出版日期：2026/07/01
  - 页数：493
- 售价：67.2

内容大纲
    生成式AI蕴藏着强大潜能，但在构建可靠应用或智能体之前，仍需解决其存在的一些不可忽视的局限性。值得庆幸的是，领域专家们已系统梳理出32个经过验证的设计模式，帮助你应对LLM（大语言模型）应用开发过程中可能遇到的幻觉现象、非确定性响应、知识截点等难题。
    本书将研究成果与实战经验融汇成可落地的实践建议。每个模式描述一个问题，给出经过验证的解决方式，提供完整的代码示例，并分析设计取舍。
    围绕LLM的局限性进行设计
    确保生成的内容遵循特定的风格、语气或格式
    平衡不同风险类型，同时最大限度地激发创造力
    构建具备规划、自校正、行动及多智能体协作能力的智能体
    组合各种模式，打造适用于多元场景的智能体应用
作者介绍
目录
Preface
1. Introduction
  GenAI Design Patterns
  Building on Foundational Models
  Agentic AI
  Fine-Grained Control
  In-Context Learning
  Post-Training
  The Organization of the Rest of the Book
2. Controlling Content Style
  Pattern 1: Logits Masking
  Pattern 2: Grammar
  Pattern 3: Style Transfer
  Pattern 4: Reverse Neutralization
  Pattern 5: Content Optimization
  Summary
3. Adding Knowledge: Bass
  Pattern 6: Basic RAG
  Pattern 7: Semantic Indexing
  Pattern 8: Indexing at Scale
  Summary
4. Adding Knowledge: Syncopation
  Pattern 9: Index-Aware Retrieval
  Pattern 10: Node Postprocessing
  Pattern 11: Trustworthy Generation
  Pattern 12: Deep Search
  Summary
5. Extending Model Capabilities
  The Limits of LLM Reasoning
  Pattern 13: Chain of Thought
  Pattern 14: Tree of Thoughts (ToT)
  Pattern 15: Adapter Tuning
  Pattern 16: Evol-Instruct
  Summary
6. Improving Reliability
  Pattern 17: LLM-as-Judge
  Pattern 18: Reflection
  Pattern 19: Dependency Injection
  Pattern 20: Prompt Optimization
  Summary
7. Enabling Agents to Take Action
  Pattern 21: Tool Calling
  Pattern 22: Code Execution
  Pattern 23: Multiagent Collaboration
  Summary
8. Addressing Constraints
  Pattern 24: Small Language Model
  Pattern 25: Prompt Caching
  Pattern 26: Inference Optimization
  Pattern 27: Degradation Testing

  Pattern 28: Long-Term Memory
  Summary
9. Setting Safeguards
  Pattern 29: Template Generation
  Pattern 30: Assembled Reformat
  Pattern 31: Self-Check
  Pattern 32: Guardrails
  Summary
10. Composable Agentic Workflows
  Agentic Workflow
  Summary
Index

内容大纲

作者介绍

目录

同类热销排行榜

推荐书目