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Avoid Agentic Mess with Data Products & Knowledge Graphs – Andrea Gioia & Mauro Luchetti, Quantyca

X Edition of Data Innovation Summit 2025 X Edition of Data Innovation Summit 2025
X Edition of Data Innovation Summit 2025

Session Outline

An ecosystem of intelligent agents—human and non-human—is a complex system where success relies not just on the intelligence of individual agents but on their ability to collaborate effectively. This collaboration depends on balancing autonomy with a shared language and a common understanding of context, enabling agents to communicate and coordinate without confusion or inefficiency. For this reason, intelligent agents must have access to a shared information architecture, using it as a foundation for seamless communication and coordination. Data products and knowledge graphs are key enablers for designing, implementing, and evolving robust information architectures that drive sustainable and well-governed AI initiatives.

Key Takeaways

  • How to represent the shared information architecture through an enterprise knowledge graph (EKG)
  • How to implement an EKG, one data product at a time, following the principles of data mesh applied to knowledge management (i.e., knowledge mesh).
  • How to use an EKG to set up a well-organized ecosystem of agents – avoiding the pitfalls of creating a big agentic mess.
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