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Why Agents Need Memory, Context, and Guardrails

The Neo4j Team
Agentic AI vs. GenAI

Hi John,

Your agent works in the demo. Then it hits a real workflow, loses context midway through, and either repeats work it's already done or makes mistakes. Sound familiar?

The fix isn't a better prompt; it's an architecture that supports memory, structured retrieval, and orchestration.

Learn

  • Why agents fail in real workflows
  • The three architectural fixes: Memory, structured retrieval, and orchestration
  • How knowledge graphs power smarter agentic AI

Best,

The Neo4j Team
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