diff --git a/src/content/gatherings/kubecon-24-nov-12/index.mdx b/src/content/gatherings/kubecon-24-nov-12/index.mdx
index 6ca8f5499..482dce063 100644
--- a/src/content/gatherings/kubecon-24-nov-12/index.mdx
+++ b/src/content/gatherings/kubecon-24-nov-12/index.mdx
@@ -227,7 +227,7 @@ schedule:
 
   - local_time: '09:50'
     session_name: 'Round Table Discussions: Platform as a Product'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
     speakers:
       - id: 'maltron'
       - id: 'varodrig'
@@ -235,21 +235,21 @@ schedule:
 
   - local_time: '09:50'
     session_name: 'Round Table Discussions: Developer Experience'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
     speakers:
       - id: 'hugo_guerrero'
       - id: 'francisco_meneses'
 
   - local_time: '09:50'
     session_name: 'Round Table Discussions: Cloud Services and Virtualization'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
     speakers:
       - id: 'alireza_rahmani'
       - id: 'alan_cowles'
 
   - local_time: '09:50'
     session_name: 'Round Table Discussions: OKD'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
     speakers:
       - id: 'jaime_magiera' 
       - id: 'michael_mccune'
@@ -257,39 +257,39 @@ schedule:
   
   - local_time: '10:45'
     session_name: 'Coffee Break'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
 
   - local_time: '11:00'
     session_name: 'Round Table Discussions: OpenShift Virtualization'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
     speakers:
       - id: 'alan_cowles'
       - id: 'peter_lauterbach'
 
   - local_time: '11:00'
     session_name: 'Round Table Discussions: AI'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
     speakers:
       - id: 'younes_ben_brahim'
       - id: 'grant_shipley'
 
   - local_time: '11:00'
     session_name: 'Round Table Discussions: Cloud Services'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
     speakers:
       - id: 'alireza_rahmani'
       - id: 'christoph_blecker'
       
   - local_time: '11:00'
     session_name: 'Round Table Discussions: OpenShift Networking'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
     speakers:
       - id: 'surya_seetharaman'
       - id: 'doug_smith'
 
   - local_time: '11:00'
     session_name: 'Round Table Discussions: OKD'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
     speakers:
       - id: 'jaime_magiera' 
       - id: 'michael_mccune'
@@ -297,18 +297,18 @@ schedule:
 
   - local_time: '11:00'
     session_name: 'Round Table Discussions: OpenShift, Operators and GitOps: Open Discussion'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
     speakers:
       - id: 'raffaele_spazzoli'
       - id: 'joel_speed'
 
   - local_time: '12:00'
     session_name: 'Lunch'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
 
   - local_time: '13:00'
     session_name: 'OpenShift Commons Platform Engineering Special Interest Group (SIG): Building the Future of Platform Engineering'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
     speakers:
       - id: 'christophe_fargette'
       - id: 'doron_caspin'
@@ -318,11 +318,11 @@ schedule:
 
   - local_time: '14:30'
     session_name: 'Coffee Break'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
   
   - local_time: '15:00'
     session_name: 'OpenShift Commons Security  Special Interest Group (SIG): Building a more secure OpenShift, through collaboration'
-    track: 'Breakout Room 2: Van Ryder'
+    track: 'Breakout Room Two: Van Ryder'
     speakers:
       - id: 'andrew_block'
       - id: 'doron_caspin'