diff --git a/docs/finance/subscription.md b/docs/finance/subscription.md
index 442883874..b7123a42a 100644
--- a/docs/finance/subscription.md
+++ b/docs/finance/subscription.md
@@ -623,6 +623,7 @@ class SubscriptionOptimizer {
         await this.cacheBlockchainState();
     }
 }
+```
 
 ## Webhook Integration
 
@@ -1017,11 +1018,6 @@ flowchart TB
 
 ## Support and Resources
 
-### Documentation
-- [Smart Contract Specification](docs/contract-spec.md)
-- [API Documentation](docs/api-docs.md)
-- [Integration Guide](docs/integration-guide.md)
-
 ### Support Channels
 - Technical Support: support@swarms.world
 - Developer Discord: discord.gg/swarms