6 hands-on demos to detect, prevent, and self-correct AI agent hallucinations using Graph-RAG, semantic tool selection, multi-agent validation, neurosymbolic guardrails, and agent steering. Deployed on Amazon Bedrock AgentCore. - View it on GitHub