Stop AI Agent Hallucinations: 5 Techniques + Production Patterns

GitHub Repository

Complete workshop code with 6 progressive demos, Jupyter notebooks, and deployment scripts (MIT-0 licensed)

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Neo4j Documentation

Official Neo4j documentation for graph database fundamentals and Cypher query language

Neo4j Blog

Technical articles, tutorials, and use cases for graph databases and knowledge graphs

Neo4j Developer Resources

Guides, tutorials, and code examples for building with Neo4j

Neo4j Create Context Graph

Tool for building knowledge graphs from unstructured data (used in Graph-RAG demo)

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Neo4j Agent Memory

Long-term memory storage for AI agents using graph databases

Neo4j Startup Program

Free Neo4j Aura credits and support for qualifying startups building with graph databases

Neo4j GraphAcademy

Free courses and tutorials for learning Neo4j and graph database concepts

If you find it useful, give it a ⭐!

Knowledge Graphs for RAG Course

DeepLearning.AI course on building knowledge graphs for retrieval-augmented generation

Presentation Deck

Workshop slides with setup instructions, demo outlines, and resources

Self-Paced Workshop

AWS Workshop Studio version with Event Engine accounts for independent learning

Blog: 5 Techniques to Stop AI Agent Hallucinations in Production

Covers all 5 techniques (Graph-RAG, semantic tools, multi-agent validation, guardrails, steering) plus production deployment on Amazon Bedrock AgentCore

Research Paper: Graph-RAG

From Local to Global: A Graph RAG Approach to Query-Focused Summarization (Microsoft Research)

Strands Agents Documentation

Agent framework used throughout the workshop for building agents, tools, hooks, and swarms