diff --git a/windows/client-management/mdm/healthattestation-ddf.md b/windows/client-management/mdm/healthattestation-ddf.md
index 1d1e14d1ab..ccc7b8a660 100644
--- a/windows/client-management/mdm/healthattestation-ddf.md
+++ b/windows/client-management/mdm/healthattestation-ddf.md
@@ -92,7 +92,7 @@ The XML below is the current version for this CSP.
             <AccessType>
               <Get />
             </AccessType>
-            <Description>Provides the current status of the device health request.  For the complete list of status see https://docs.microsoft.com/en-us/windows/client-management/mdm/healthattestation-csp#device-healthattestation-csp-status-and-error-codes</Description>
+            <Description>Provides the current status of the device health request.  For the complete list of status see https://learn.microsoft.com/windows/client-management/mdm/healthattestation-csp#device-healthattestation-csp-status-and-error-codes</Description>
             <DFFormat>
               <int />
             </DFFormat>
@@ -456,9 +456,3 @@ The XML below is the current version for this CSP.
  
 
  
-
-
-
-
-
-
diff --git a/windows/configuration/customize-taskbar-windows-11.md b/windows/configuration/customize-taskbar-windows-11.md
index f9af3940ce..18237e9510 100644
--- a/windows/configuration/customize-taskbar-windows-11.md
+++ b/windows/configuration/customize-taskbar-windows-11.md
@@ -157,7 +157,7 @@ Use the following steps to add your XML file to a group policy, and apply the po
 
 4. When you apply the policy, the taskbar includes your changes. The next time users sign in, they'll see the changes.
 
-    For more information on using group policies, see [Implement Group Policy Objects](/learn/modules/implement-group-policy-objects/).
+    For more information on using group policies, see [Implement Group Policy Objects](/training/modules/implement-group-policy-objects/).
 
 ### Create a Microsoft Endpoint Manager policy to deploy your XML file
 
diff --git a/windows/configuration/kiosk-xml.md b/windows/configuration/kiosk-xml.md
index d26ff8c364..e0277d5709 100644
--- a/windows/configuration/kiosk-xml.md
+++ b/windows/configuration/kiosk-xml.md
@@ -59,7 +59,7 @@ ms.topic: article
                               <!-- A link file is required for desktop applications to show on start layout, the link file can be placed under
                                    "%AllUsersProfile%\Microsoft\Windows\Start Menu\Programs" if the link file is shared for all users or
                                    "%AppData%\Microsoft\Windows\Start Menu\Programs" if the link file is for the specific user only 
-                                   see document https://docs.microsoft.com/windows/configuration/start-layout-xml-desktop
+                                   see document https://learn.microsoft.com/windows/configuration/start-layout-xml-desktop
                               -->
                               <!-- for inbox desktop applications, a link file might already exist and can be used directly -->
                               <start:DesktopApplicationTile Size="2x2" Column="2" Row="0" DesktopApplicationLinkPath="%AllUsersProfile%\Microsoft\Windows\Start Menu\Programs\Accessories\paint.lnk" />
@@ -192,7 +192,7 @@ This sample demonstrates that both UWP and Win32 apps can be configured to autom
                               <!-- A link file is required for desktop applications to show on start layout, the link file can be placed under
                                    "%AllUsersProfile%\Microsoft\Windows\Start Menu\Programs" if the link file is shared for all users or
                                    "%AppData%\Microsoft\Windows\Start Menu\Programs" if the link file is for the specific user only 
-                                   see document https://docs.microsoft.com/windows/configuration/start-layout-xml-desktop
+                                   see document https://learn.microsoft.com/windows/configuration/start-layout-xml-desktop
                               -->
                               <!-- for inbox desktop applications, a link file might already exist and can be used directly -->
                               <start:DesktopApplicationTile Size="2x2" Column="2" Row="0" DesktopApplicationLinkPath="%AllUsersProfile%\Microsoft\Windows\Start Menu\Programs\Accessories\paint.lnk" />
@@ -313,7 +313,7 @@ This sample demonstrates that only a global profile is used, with no active user
                               <!-- A link file is required for desktop applications to show on start layout, the link file can be placed under
                                    "%AllUsersProfile%\Microsoft\Windows\Start Menu\Programs" if the link file is shared for all users or
                                    "%AppData%\Microsoft\Windows\Start Menu\Programs" if the link file is for the specific user only 
-                                   see document https://docs.microsoft.com/windows/configuration/start-layout-xml-desktop
+                                   see document https://learn.microsoft.com/windows/configuration/start-layout-xml-desktop
                               -->
                               <!-- for inbox desktop applications, a link file might already exist and can be used directly -->
                               <start:DesktopApplicationTile Size="2x2" Column="2" Row="0" DesktopApplicationLinkPath="%AllUsersProfile%\Microsoft\Windows\Start Menu\Programs\Accessories\paint.lnk" />
@@ -365,7 +365,7 @@ Below sample shows dedicated profile and global profile mixed usage, a user woul
                               <!-- A link file is required for desktop applications to show on start layout, the link file can be placed under
                                    "%AllUsersProfile%\Microsoft\Windows\Start Menu\Programs" if the link file is shared for all users or
                                    "%AppData%\Microsoft\Windows\Start Menu\Programs" if the link file is for the specific user only 
-                                   see document https://docs.microsoft.com/windows/configuration/start-layout-xml-desktop
+                                   see document https://learn.microsoft.com/windows/configuration/start-layout-xml-desktop
                               -->
                               <!-- for inbox desktop applications, a link file might already exist and can be used directly -->
                               <start:DesktopApplicationTile Size="2x2" Column="2" Row="0" DesktopApplicationLinkPath="%AllUsersProfile%\Microsoft\Windows\Start Menu\Programs\Accessories\paint.lnk" />
diff --git a/windows/configuration/lock-down-windows-10-to-specific-apps.md b/windows/configuration/lock-down-windows-10-to-specific-apps.md
index 209003e5e1..7f321d5025 100644
--- a/windows/configuration/lock-down-windows-10-to-specific-apps.md
+++ b/windows/configuration/lock-down-windows-10-to-specific-apps.md
@@ -458,7 +458,7 @@ Usage is demonstrated below, by using the new XML namespace and specifying `Glob
                               <!-- A link file is required for desktop applications to show on start layout, the link file can be placed under
                                    "%AllUsersProfile%\Microsoft\Windows\Start Menu\Programs" if the link file is shared for all users or
                                    "%AppData%\Microsoft\Windows\Start Menu\Programs" if the link file is for the specific user only 
-                                   see document https://docs.microsoft.com/windows/configuration/start-layout-xml-desktop
+                                   see document https://learn.microsoft.com/windows/configuration/start-layout-xml-desktop
                               -->
                               <!-- for inbox desktop applications, a link file might already exist and can be used directly -->
                               <start:DesktopApplicationTile Size="2x2" Column="2" Row="0" DesktopApplicationLinkPath="%AllUsersProfile%\Microsoft\Windows\Start Menu\Programs\Accessories\paint.lnk" />
diff --git a/windows/configuration/provisioning-packages/how-it-pros-can-use-configuration-service-providers.md b/windows/configuration/provisioning-packages/how-it-pros-can-use-configuration-service-providers.md
index 933279aeb0..9ec953c02d 100644
--- a/windows/configuration/provisioning-packages/how-it-pros-can-use-configuration-service-providers.md
+++ b/windows/configuration/provisioning-packages/how-it-pros-can-use-configuration-service-providers.md
@@ -179,6 +179,6 @@ Here is a list of CSPs supported on Windows 10 Enterprise:
 -   [Update CSP](/windows/client-management/mdm/update-csp)
 -   [VPN CSP](/windows/client-management/mdm/vpn-csp)
 -   [VPNv2 CSP](/windows/client-management/mdm/vpnv2-csp)
--   [Wi-Fi CSP](/documentation/)
+-   [Wi-Fi CSP](/docs/)
 -   [WindowsLicensing CSP](/windows/client-management/mdm/windowslicensing-csp)
 -   [WindowsSecurityAuditing CSP](/windows/client-management/mdm/windowssecurityauditing-csp)
diff --git a/windows/deployment/index.yml b/windows/deployment/index.yml
index bb24db00ba..5da61c2f9a 100644
--- a/windows/deployment/index.yml
+++ b/windows/deployment/index.yml
@@ -100,8 +100,8 @@ landingContent:
       - linkListType: learn
         links:
           - text: Plan to deploy updates for Windows 10 and Microsoft 365 Apps
-            url: /learn/modules/windows-plan
+            url: /training/modules/windows-plan
           - text: Prepare to deploy updates for Windows 10 and Microsoft 365 Apps
-            url: /learn/modules/windows-prepare/
+            url: /training/modules/windows-prepare/
           - text: Deploy updates for Windows 10 and Microsoft 365 Apps
-            url: /learn/modules/windows-deploy
\ No newline at end of file
+            url: /training/modules/windows-deploy
diff --git a/windows/deployment/update/deployment-service-overview.md b/windows/deployment/update/deployment-service-overview.md
index 933d4dd014..f8d5a8cd98 100644
--- a/windows/deployment/update/deployment-service-overview.md
+++ b/windows/deployment/update/deployment-service-overview.md
@@ -88,8 +88,8 @@ The Microsoft Graph SDK includes a PowerShell extension that you can use to scri
 ### Building your own application
 
 Microsoft Graph makes deployment service APIs available through. Get started with these learning paths:
-- Learning Path: [Microsoft Graph Fundamentals](/learn/paths/m365-msgraph-fundamentals/)
-- Learning Path: [Build apps with Microsoft Graph](/learn/paths/m365-msgraph-associate/)
+- Learning path: [Microsoft Graph Fundamentals](/training/paths/m365-msgraph-fundamentals/)
+- Learning path: [Build apps with Microsoft Graph](/training/paths/m365-msgraph-associate/)
 
 Once you are familiar with Microsoft Graph development, see [Windows updates API overview in Microsoft Graph](/graph/windowsupdates-concept-overview) for more.
 
diff --git a/windows/deployment/upgrade/setupdiag.md b/windows/deployment/upgrade/setupdiag.md
index b6b9becf85..988dc8b594 100644
--- a/windows/deployment/upgrade/setupdiag.md
+++ b/windows/deployment/upgrade/setupdiag.md
@@ -444,14 +444,14 @@ System Information:
 Error: SetupDiag reports Optional Component installation failed to open OC Package. Package Name: Foundation, Error: 0x8007001F
 Recommend you check the "Windows Modules Installer" service (Trusted Installer) is started on the system and set to automatic start, reboot and try the update again.  Optionally, you can check the status of optional components on the system (search for Windows Features), uninstall any unneeded optional components, reboot and try the update again.
 Error: SetupDiag reports down-level failure, Operation: Finalize, Error: 0x8007001F - 0x50015
-Refer to https://docs.microsoft.com/windows/deployment/upgrade/upgrade-error-codes for error information.
+Refer to https://learn.microsoft.com/windows/deployment/upgrade/upgrade-error-codes for error information.
 ```
 
 ### XML log sample
 
 ```xml
 <?xml version="1.0" encoding="utf-16"?>
-<SetupDiag xmlns:xsd="http://www.w3.org/2001/XMLSchema" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="https://docs.microsoft.com/windows/deployment/upgrade/setupdiag">
+<SetupDiag xmlns:xsd="http://www.w3.org/2001/XMLSchema" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="https://learn.microsoft.com/windows/deployment/upgrade/setupdiag">
   <Version>1.6.0.0</Version>
   <ProfileName>FindSPFatalError</ProfileName>
   <ProfileGuid>A4028172-1B09-48F8-AD3B-86CDD7D55852</ProfileGuid>
@@ -494,7 +494,7 @@ Error: 0x00000057</FailureData>
   <FailureData>LogEntry: 2019-06-06 21:47:11, Error                 SP     Error converting install time 5/2/2019 to structure[gle=0x00000057]</FailureData>
   <FailureData>LogEntry: 2019-06-06 21:47:11, Error                 SP     Error converting install time 5/2/2019 to structure[gle=0x00000057]</FailureData>
   <FailureData>
-Refer to "https://docs.microsoft.com/windows/desktop/Debug/system-error-codes" for error information.</FailureData>
+Refer to "https://learn.microsoft.com/windows/desktop/Debug/system-error-codes" for error information.</FailureData>
   <FailureDetails>Err = 0x00000057, LastOperation = Gather data, scope: EVERYTHING, LastPhase = Downlevel</FailureDetails>
 </SetupDiag>
 ```
@@ -548,7 +548,7 @@ Refer to "https://docs.microsoft.com/windows/desktop/Debug/system-error-codes" f
         "LogEntry: 2019-06-06 21:47:11, Error                 SP     Error converting install time 5\/2\/2019 to structure[
             gle=0x00000057
         ]",
-        "\u000aRefer to \"https:\/\/docs.microsoft.com\/en-us\/windows\/desktop\/Debug\/system-error-codes\" for error information."
+        "\u000aRefer to \"https:\/\/learn.microsoft.com\/en-us\/windows\/desktop\/Debug\/system-error-codes\" for error information."
     ],
     "FailureDetails":"Err = 0x00000057, LastOperation = Gather data, scope: EVERYTHING, LastPhase = Downlevel",
     "DeviceDriverInfo":null,
diff --git a/windows/privacy/index.yml b/windows/privacy/index.yml
index a90c978811..ea38374d15 100644
--- a/windows/privacy/index.yml
+++ b/windows/privacy/index.yml
@@ -68,50 +68,50 @@ productDirectory:
 #     # Card
 #     - title: cardtitle1
 #       links:
-#         - url: file1.md OR https://docs.microsoft.com/file1
+#         - url: file1.md OR https://learn.microsoft.com/file1
 #           itemType: itemType
 #           text: linktext1
-#         - url: file2.md OR https://docs.microsoft.com/file2
+#         - url: file2.md OR https://learn.microsoft.com/file2
 #           itemType: itemType
 #           text: linktext2
-#         - url: file3.md OR https://docs.microsoft.com/file3
+#         - url: file3.md OR https://learn.microsoft.com/file3
 #           itemType: itemType
 #           text: linktext3
 #       # footerLink (optional)
 #       footerLink:
-#         url: filefooter.md OR https://docs.microsoft.com/filefooter
+#         url: filefooter.md OR https://learn.microsoft.com/filefooter
 #         text: See more
 #     # Card
 #     - title: cardtitle2
 #       links:
-#         - url: file1.md OR https://docs.microsoft.com/file1
+#         - url: file1.md OR https://learn.microsoft.com/file1
 #           itemType: itemType
 #           text: linktext1
-#         - url: file2.md OR https://docs.microsoft.com/file2
+#         - url: file2.md OR https://learn.microsoft.com/file2
 #           itemType: itemType
 #           text: linktext2
-#         - url: file3.md OR https://docs.microsoft.com/file3
+#         - url: file3.md OR https://learn.microsoft.com/file3
 #           itemType: itemType
 #           text: linktext3
 #       # footerLink (optional)
 #       footerLink:
-#         url: filefooter.md OR https://docs.microsoft.com/filefooter
+#         url: filefooter.md OR https://learn.microsoft.com/filefooter
 #         text: See more
 #     # Card
 #     - title: cardtitle3
 #       links:
-#         - url: file1.md OR https://docs.microsoft.com/file1
+#         - url: file1.md OR https://learn.microsoft.com/file1
 #           itemType: itemType
 #           text: linktext1
-#         - url: file2.md OR https://docs.microsoft.com/file2
+#         - url: file2.md OR https://learn.microsoft.com/file2
 #           itemType: itemType
 #           text: linktext2
-#         - url: file3.md OR https://docs.microsoft.com/file3
+#         - url: file3.md OR https://learn.microsoft.com/file3
 #           itemType: itemType
 #           text: linktext3
 #       # footerLink (optional)
 #       footerLink:
-#         url: filefooter.md OR https://docs.microsoft.com/filefooter
+#         url: filefooter.md OR https://learn.microsoft.com/filefooter
 #         text: See more
 
 # # tools section (optional)
@@ -122,15 +122,15 @@ productDirectory:
 #     # Card
 #     - title: cardtitle1
 #       # imageSrc should be square in ratio with no whitespace
-#       imageSrc: ./media/index/image1.svg OR https://docs.microsoft.com/media/logos/image1.svg
+#       imageSrc: ./media/index/image1.svg OR https://learn.microsoft.com/media/logos/image1.svg
 #       url: file1.md
 #     # Card
 #     - title: cardtitle2
-#       imageSrc: ./media/index/image2.svg OR https://docs.microsoft.com/media/logos/image2.svg
+#       imageSrc: ./media/index/image2.svg OR https://learn.microsoft.com/media/logos/image2.svg
 #       url: file2.md
 #     # Card
 #     - title: cardtitle3
-#       imageSrc: ./media/index/image3.svg OR https://docs.microsoft.com/media/logos/image3.svg
+#       imageSrc: ./media/index/image3.svg OR https://learn.microsoft.com/media/logos/image3.svg
 #       url: file3.md
 
 # additionalContent section (optional)
@@ -144,15 +144,15 @@ productDirectory:
 #         # Card
 #         - title: cardtitle1
 #           summary: cardsummary1
-#           url: file1.md OR https://docs.microsoft.com/file1
+#           url: file1.md OR https://learn.microsoft.com/file1
 #         # Card
 #         - title: cardtitle2
 #           summary: cardsummary2
-#           url: file1.md OR https://docs.microsoft.com/file2
+#           url: file1.md OR https://learn.microsoft.com/file2
 #         # Card
 #         - title: cardtitle3
 #           summary: cardsummary3
-#           url: file1.md OR https://docs.microsoft.com/file3
+#           url: file1.md OR https://learn.microsoft.com/file3
 #   # footer (optional)
 #   footer: "footertext [linktext](/footerfile)"