December 2025
Intermediate to advanced
320 pages
8h 7m
English
Content preview from Building Agentic AI: Workflows, Fine-Tuning, Optimization, and Deployment
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4
First Steps with AI Agents and Multi-Agent Workloads
Introduction
It’s difficult to have a conversation about AI applications without talking about the idea of an AI completely taking over all aspects of a workflow. As discussed in Chapter 1, AI agents are LLMs with prompts that explain how they should behave, along with tools that affect and describe an external environment. ChatGPT, for example, is an agent: It is one of OpenAI’s LLMs and has a prompt telling it things like its knowledge cutoff as well as tools to perform web searches and log information about its users for future use. Agents often also have at least a concept of conversation and memory—even if that concept is a “stateless system” that retains no information from previous ...
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