Learning · Article or course

Building Advanced Knowledge Agents

Slide deck on building agentic RAG and knowledge management systems.

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A comprehensive presentation by Jerry Liu (LlamaIndex) for the 'Systematically Improving RAG Applications' course. It details architectures for moving beyond standard retrieval to event-driven, agentic knowledge workflows. Key topics include data indexing pipelines, agent orchestration, and architectures for complex tasks like document research and report generation.

What it's for

  • Design advanced retrieval systems that go beyond naive RAG
  • Architect event-driven agent orchestration workflows
  • Build automated document research and extraction pipelines
  • Structure knowledge indexing layers for enterprise data

Features

  • Framework for high-quality knowledge management across ingestion, processing, and indexing
  • Patterns for event-driven agent orchestration and deployment
  • Reference architectures for multi-step document research
  • Workflow patterns for structured data extraction and automated report generation

Pricing

Free slide deck

Details

Type
Article or course
Category
Learning
Topic
RAG & LLM Guides
Open source
No
Platforms
Web
For
AI engineers and software developers building production RAG systems
Tags
rag, llamaindex, ai agents, slides, knowledge management

Why it was saved

  • @llama_index, 23 February 2025: Covers the components of a high-quality knowledge management layer (data, processing, index), event-driven agent orchestration, and architectures for document research, extraction and report generation.

Related

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