diff --git a/pages/home/explore.mdx b/pages/home/explore.mdx
index 1826522..4986512 100644
--- a/pages/home/explore.mdx
+++ b/pages/home/explore.mdx
@@ -43,7 +43,7 @@ There are a few easy things a user could do to interact with the Allora Network
-
+
## Participants
diff --git a/pages/home/layers/inference-consumption.mdx b/pages/home/layers/inference-consumption.mdx
index 64a80ba..e5a85d3 100644
--- a/pages/home/layers/inference-consumption.mdx
+++ b/pages/home/layers/inference-consumption.mdx
@@ -5,7 +5,7 @@ At it's core, Allora facilitates the exchange of inferences, enabling _Consumers
![supply-demand](/exchange-inferences.jpg)
-Learn how to query data and inferences [offchain](/devs/consumers/offchain-query-existing-topics) and [onchain](/devs/consumers/onchain-query-existing-data) for a given [topic](/home/key-terms#topics).
+Learn how to query data and inferences [offchain](/devs/consumers/allora-api-endpoint) and [onchain](/devs/get-started/query-network-data) for a given [topic](/home/key-terms#topics).
## Topic Coordination