World Congress 2025

Agentic GraphRAG with MAGMA (Manifold Agency with Graph Models and Augmentation)

July 11, 2025 14:45 – 16:45 · 120 min M6 (40 Seats)

What this session covers

Like Thanos, graphs are inevitable. Unlike the Snap, graphs expand the possibilities, a literal network effect of effectiveness. Combining multi-agent systems with graph-memory and graph-based tools creates an immensely powerful approach to question-answering, reasoning and workflows.

We’ll dive into: - Planning with a graph - Remembering with a graph - Retrieving with a graph - Putting it all together into a multi-agent graph system

The best part is this isn’t all-or-nothing. Graph approaches can be adopted incrementally, fixing corner cases and enabling features. Start simple, connect, repeat.

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