Concepts and Techniques

Concepts and Techniques Sections

    Summary

    Details the architecture for a deep research system, an advanced agentic workflow that surpasses standard RAG. Explains the roles of an orchestrator LLM and specialized sub-agents in planning, executing, and synthesizing research from large document corpora, providing a framework for answering complex, multi-source queries that exceed the capabilities of single-pass retrieval.

  • Architecting a Deep Research System: An Agentic Alternative to RAG

    Key Concepts: Orchestrator Agent Sub-Agents Agentic Workflow Retrieval-Augmented Generation (RAG) Keyword Index Vector Index

    Move beyond standard RAG. This guide provides a technical blueprint for building a deep research system with an orchestrator and sub-agents to answer complex, multi-source questions.

    • Key Concepts
    • Orchestrator Agent
    • Sub-Agents
    • Agentic Workflow
    • Retrieval-Augmented Generation (RAG)
    • Keyword Index
    • Vector Index

Knowledge

How To

Trending

AI Knowledge TOOLS Growth Marketing SEO Knowledge Models Email & CRM E-Commerce Agents Content Creation Creator Marketing Research and Strategy MCP Affiliate Marketing CORE Ads & PPC Specific Models Social Media Marketing Automation Methods Productivity & Workflow SEO Optimization Image & Video Generation Content and On Page Toolkits

Concepts and Techniques Categories