diff --git a/.gitignore b/.gitignore
index 28f1ba75..487b51b9 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,6 @@
 node_modules
-.DS_Store
\ No newline at end of file
+.DS_Store
+
+# IDE
+.vscode
+*.code-workspace
diff --git a/ai/introduction.mdx b/ai/introduction.mdx
index b38d4d55..4942bf9b 100644
--- a/ai/introduction.mdx
+++ b/ai/introduction.mdx
@@ -1,5 +1,5 @@
 ---
-title: What is the Livepeer AI?
+title: What is the AI Subnet?
 icon: microchip-ai
 iconType: regular
 ---
diff --git a/ai/orchestrator/offchain.mdx b/ai/orchestrator/offchain.mdx
deleted file mode 100644
index 0e2acdd6..00000000
--- a/ai/orchestrator/offchain.mdx
+++ /dev/null
@@ -1,3 +0,0 @@
----
-title: Run Off-Chain Orchestrator
----
diff --git a/ai/orchestrator/onchain.mdx b/ai/orchestrator/onchain.mdx
index 4ddf4f50..736798d9 100644
--- a/ai/orchestrator/onchain.mdx
+++ b/ai/orchestrator/onchain.mdx
@@ -1,5 +1,5 @@
 ---
-title: On-chain configuration
+title: On-chain Configuration
 ---
 
 In the previous section we covered the **off-chain** configuration of the AI Orchestrator node. In this section, we will cover how to connect your AI Orchestrator node to the AI subnet and earn fees for processing AI inference jobs.
@@ -16,7 +16,7 @@ In the previous section we covered the **off-chain** configuration of the AI Orc
 
 ## Advertising Your AI Service URI
 
-To make your *AI Orchestrator* discoverable by *AI Gateway* nodes on the AI subnet, you need to advertise your **AI service URI** on-chain. This can be done by registering your service URI with the [AIServiceRegistry](https://arbiscan.io/address/0x04C0b249740175999E5BF5c9ac1dA92431EF34C5#code) contract on the [Arbitrum Mainnet](https://arbitrum.io). The simplest way to do this is by using the [Foundry](https://book.getfoundry.sh/getting-started/installation) smart contract deployment toolchain.
+To make your *AI Orchestrator* discoverable by *AI Gateway* nodes on the AI subnet, you need to advertise your **AI service URI** on-chain. This can be done by registering your service URI with the [AIServiceRegistry](https://arbiscan.io/address/0x04C0b249740175999E5BF5c9ac1dA92431EF34C5) contract on the [Arbitrum Mainnet](https://arbitrum.io). The simplest way to do this is by using the [Foundry](https://book.getfoundry.sh/getting-started/installation) smart contract deployment toolchain.
 
 1. **Install Foundry** using the following commands:
 
@@ -51,4 +51,4 @@ To make your *AI Orchestrator* discoverable by *AI Gateway* nodes on the AI subn
     https://<PUBLIC_ORCH_IP_OR_URL>:<PUBLIC_ORCH_PORT>
     ```
 
-Great job! Your _AI Orchestrator_ is now visible to _AI Gateway_ nodes on the AI Subnet 🚀!
+Well done! Your _AI Orchestrator_ is now discoverable by _AI Gateway_ nodes and primed to execute AI inference tasks on the AI Subnet. Onwards! 🚀
diff --git a/ai/setup-gateway.mdx b/ai/setup-gateway.mdx
index 94e8663e..179b2f5e 100644
--- a/ai/setup-gateway.mdx
+++ b/ai/setup-gateway.mdx
@@ -1,8 +1,7 @@
 ---
-title: Setup AI Gateway
+title: Setup an AI Gateway
 icon: signal-stream
 iconType: solid
 ---
 
-
 <Info>Coming Soon</Info>
diff --git a/mint.json b/mint.json
index 64ff0822..92dbf94c 100644
--- a/mint.json
+++ b/mint.json
@@ -515,13 +515,12 @@
       "pages": [
         "ai/introduction",
         {
-          "group": "AI Orchestrator",
+          "group": "Setup an AI Orchestrator",
           "icon": "robot",
           "iconType": "solid",
           "pages": [
             "ai/orchestrator/get_started",
             "ai/orchestrator/models_config",
-            "ai/orchestrator/offchain",
             "ai/orchestrator/onchain"
           ]
         },