diff --git a/pages/understand-genlayer-protocol.mdx b/pages/understand-genlayer-protocol.mdx
index 5fceb524..573d1aea 100644
--- a/pages/understand-genlayer-protocol.mdx
+++ b/pages/understand-genlayer-protocol.mdx
@@ -35,7 +35,7 @@ This architecture supports autonomous DAOs, self-executing prediction markets, a
 
 Optimistic Democracy is GenLayer's consensus mechanism for merging probabilistic AI systems with deterministic blockchain rules so the network can reach secure and accurate consensus at scale. Inspired by **[Condorcet's Jury Theorem](https://jury-theorem.genlayer.com/)** (click the link to check out our interactive model), the process uses validator recomputation and majority agreement as a safety net for AI-driven computations.
 
-<img src="/studio/Diagram MAIN.jpg" alt="GenLayer Optimistic Democracy Consensus Diagram" width="100%" />
+<img src="/studio/diagram main.jpg" alt="GenLayer Optimistic Democracy Consensus Diagram" width="100%" />
 
 1. **User Submits a Transaction**
 A user sends a transaction request to the network (see the diagram's Step 1).