Stop AI Agent Hallucinations: 5 Techniques + Production Patterns

AWS Promotional Credits

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Step-by-step: redeem the credit code in your AWS account

Presentation Deck

Full slide deck: five techniques beyond the prompt plus the AgentCore production architecture

Why AI Agents Fail: Open-Source Demos

Six progressive demos with notebooks and a CDK stack: Graph-RAG, semantic tools, multi-agent validation, neurosymbolic guardrails, runtime steering, and AgentCore production

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5 Techniques to Stop AI Agent Hallucinations in Production

Blog post with architecture, benchmarks, and deployment guide

Stop AI Agent Hallucinations: 4 Essential Techniques

Earlier post on the four base techniques: Graph-RAG, semantic routing, guardrails, and validation

AI Agent Guardrails: Rules That LLMs Cannot Bypass

Deep dive on neurosymbolic guardrails and lifecycle hooks

Runtime Guardrails for AI Agents: Steer, Don't Block

Steering rules that let the agent self-correct instead of hard-failing

Strands Agents SDK

Open-source agent framework used in the demos

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MetaRAG: Metamorphic Testing for Hallucination Detection

Research paper on detecting hallucinations in production