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Build AI-Enhanced Web Apps
book

Build AI-Enhanced Web Apps

by Theo Despoudis
February 2026
Intermediate to advanced
392 pages
11h 40m
English
Manning Publications
Content preview from Build AI-Enhanced Web Apps

6 Building AI workflows with LangChain.js

This chapter covers

  • Using LangChain.js core features to build context-aware AI applications
  • PromptTemplate, few-shot learning, and other strategies for prompt management
  • Chaining calls to improve generative AI responses
  • Preparing and storing information for efficient document ingestion and retrieval
  • Using memory components in LangChain.js to remember conversation history
  • Integrating LangChain.js with the Vercel AI SDK

As we have explored using large language models (LLMs) for generating content, we’ve primarily focused on single interactions. In these scenarios, we send a prompt along with relevant context history, parse the response, and then display it to the end user. However, what if we want ...

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