Stop AI Agent Hallucinations: Hands-On Workshop

GitHub Repository

Code for every technique: agent fundamentals plus five demos with notebooks (Graph-RAG, semantic tools, multi-agent validation, neurosymbolic guardrails, steering), MIT-0 licensed

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Presentation Deck

Slides with the essential code of every technique: agent foundations, Graph-RAG, semantic tool selection, model consortium, guardrails and steering

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

Strands Agents Documentation

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

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

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Knowledge Graphs for RAG Course

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