Your AI agent books 15 guests despite a 10-person maximum. Another fabricates occupancy rates the database never had. A third picks the wrong tool from 29 and burns tokens.

This hands-on workshop walks through 5 techniques to stop these failures: Graph-RAG for grounded retrieval, semantic tool selection, multi-agent validation, neurosymbolic guardrails, and steering. You'll see live demos, then take the patterns to production.

Outline:
• Introduction - Why AI Agents Hallucinate Differently Than LLMs
• Demo 00 - Strands Agents Primer
• Demo 01 - Graph-RAG vs. Standard RAG
• Demo 02 - Semantic Tool Selection
• Demo 03 - Multi-Agent Validation
• Demo 04 - Neurosymbolic Guardrails
• Demo 05 - Agent Control Steering
• Demo 06 - Production on Amazon Bedrock AgentCore
• Workshop Recap + Resources
• Q&A