diff --git a/README.md b/README.md
index cb79602..3e1e12c 100644
--- a/README.md
+++ b/README.md
@@ -32,6 +32,9 @@ Wait for the setup to complete. You should see output similar to this upon succe
 
 ![](https://github.com/user-attachments/assets/22f564f3-8622-4c6c-bb82-9c9c63dd322a)
 
+> [!TIP]
+> **Avoiding Session Timeouts**: Kaggle's interactive notebook sessions have idle timeouts. For long-running remote development, use the **"Save & Run All"** feature by clicking the **Save Version** button (top right) and selecting "Save". This runs your notebook as a background job, avoiding timeout interruptions. You can still get the zrok share token from the log screen(click active event at bottom left -> Open Logs in Viewer)
+
 #### How to set up your public SSH key?
 
 1.  **Generate an SSH key pair** on your local machine (if you haven't already). Use a descriptive filename, for example:
diff --git a/logging_utils.sh b/logging_utils.sh
index d15885d..28fe9e0 100644
--- a/logging_utils.sh
+++ b/logging_utils.sh
@@ -101,32 +101,28 @@ show_success_banner() {
 
     if command -v gum &>/dev/null; then
         local header
-        header=$(gum style --foreground 212 --border double --border-foreground 212 --padding "1 2" --align center --width 60 "✅ Setup Complete!")
+        header=$(gum style --border double --padding "1 2" --align center --width 60 "✅ Setup Complete!")
         local message
-        message=$(gum style --foreground 255 --align center --width 60 "Your Kaggle instance is ready for remote access!")
+        message=$(gum style --align center --width 60 "Your Kaggle instance is ready for remote access!")
 
         local token_label
-        token_label=$(gum style --foreground 99 "📡 Zrok Share Token:")
+        token_label=$(gum style "📡 Zrok Share Token:")
         local token_value
-        token_value=$(gum style --foreground 212 --bold "$share_token")
+        token_value=$(gum style "$share_token")
         local token_section
         token_section=$(gum join --vertical --align center "$token_label" "$token_value")
         local token_box
-        token_box=$(gum style --border rounded --padding "1 2" --border-foreground 99 --width 60 --align center "$token_section")
+        token_box=$(gum style --border rounded --padding "1 2" --width 60 --align center "$token_section")
 
         local instr_label
-        instr_label=$(gum style --foreground 255 "🖥️  On your LOCAL machine, run:")
+        instr_label=$(gum style "🖥️  On your LOCAL machine, run:")
         local cmd1
-        cmd1=$(gum style --foreground 212 "zrok access private $share_token")
-        local cmd2_label
-        cmd2_label=$(gum style --foreground 255 "Then connect via SSH:")
-        local cmd2
-        cmd2=$(gum style --foreground 212 "ssh -p 9191 root@127.0.0.1")
+        cmd1=$(gum style "zrok access private $share_token")
 
         local cmds_content
-        cmds_content=$(gum join --vertical --align center "$instr_label" " " "$cmd1" " " "$cmd2_label" " " "$cmd2")
+        cmds_content=$(gum join --vertical --align center "$instr_label" " " "$cmd1")
         local cmds_box
-        cmds_box=$(gum style --border rounded --padding "1 2" --border-foreground 255 --width 60 --align center "$cmds_content")
+        cmds_box=$(gum style --border rounded --padding "1 2" --width 60 --align center "$cmds_content")
 
         printf "\n"
         gum join --vertical --align center "$header" " " "$message" " " "$token_box" " " "$cmds_box"
@@ -144,10 +140,6 @@ show_success_banner() {
         echo "║                                                                ║"
         echo "║      zrok access private $share_token"
         echo "║                                                                ║"
-        echo "║  Then connect via SSH:                                        ║"
-        echo "║                                                                ║"
-        echo "║      ssh -p 9191 root@127.0.0.1                               ║"
-        echo "║                                                                ║"
         echo "╚════════════════════════════════════════════════════════════════╝"
         echo ""
     fi
diff --git a/tests/unit/test_logging.bats b/tests/unit/test_logging.bats
index d3a0802..adef752 100644
--- a/tests/unit/test_logging.bats
+++ b/tests/unit/test_logging.bats
@@ -119,7 +119,6 @@ teardown() {
     [[ "$output" == *"✅ Setup Complete!"* ]]
     [[ "$output" == *"$test_token"* ]]
     [[ "$output" == *"zrok access private $test_token"* ]]
-    [[ "$output" == *"ssh -p 9191 root@127.0.0.1"* ]]
     [[ "$output" == *"╔"* ]]  # Box drawing characters
     [[ "$output" == *"╚"* ]]
 }