Menu
Sign In Search Podcasts Charts People & Topics Add Podcast API Pricing
Podcast Image

AI Deep Dive

Generative AI Agents: Architecture, Tools, and Applications

18 Feb 2025

Description

This document introduces the concept of AI agents, which enhance language models by enabling them to interact with the external world. It details the key components of an agent's cognitive architecture: the language model itself, tools (Extensions, Functions, and Data Stores), and the orchestration layer that manages reasoning and action. The paper contrasts agents with standard models and explores various prompting frameworks like ReAct, Chain-of-Thought, and Tree-of-Thoughts that guide agent behavior. Furthermore, it discusses methods for improving model performance through targeted learning approaches. Finally, the whitepaper presents practical examples using LangChain and highlights Google's Vertex AI platform for building production-ready agents.

Audio
Featured in this Episode

No persons identified in this episode.

Transcription

This episode hasn't been transcribed yet

Help us prioritize this episode for transcription by upvoting it.

0 upvotes
🗳️ Sign in to Upvote

Popular episodes get transcribed faster

Comments

There are no comments yet.

Please log in to write the first comment.