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CodeSignal

Enhancing Agents with Custom Tools and RAG

via CodeSignal

Overview

You'll master custom tool development and RAG by building a complete knowledge retrieval system using ChromaDB, creating custom tools that agents can call, and implementing the full function-calling workflow for enhanced agent capabilities.

Syllabus

  • Unit 1: Simple Agent with RAG
    • Enhance RAG Retrieval Function
    • Sharper RAG Retrieval Prompts
    • From Notes To Answers
  • Unit 2: Chunking Knowledge Base Data
    • Chunk Text by Word Count
    • Enhance Chunk Metadata
    • Chunking Text for Knowledge Base
  • Unit 3: Building RAG Collections
    • Dynamic Chunking for RAG Collection
    • Enhance RAG Retrieval Process
    • Dynamic Retrieval with Top K Chunks
    • Integrate an Agent for Queries
    • Build a RAG System from Scratch
  • Unit 4: Custom RAG Retrieval Tool
    • Integrate Retrieval Tool with Agent
    • Build Your Custom Retrieval Tool

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