diff --git a/.github/workflows/StalePRs.yml b/.github/workflows/StalePRs.yml
index 4a8ddd68657..4fbfc78550d 100644
--- a/.github/workflows/StalePRs.yml
+++ b/.github/workflows/StalePRs.yml
@@ -57,11 +57,11 @@ jobs:
             const STALE_CLOSE_THRESHOLD_MS = 1000 * 60 * 60 * 24 * 30;
 
             const STALE_MESSAGE =
-              "Looks like this PR hasn't been updated in a while so we're going to go ahead and mark this as `Stale`. <br>" +
-              "Feel free to remove the `Stale` label if you feel this was a mistake. <br>" +
-              "If you are unable to remove the `Stale` label please contact a maintainer in order to do so. <br>" +
+              "Looks like this PR hasn't been updated in a while so we're going to go ahead and mark this as `stale`. <br>" +
+              "Feel free to remove the `stale` label if you feel this was a mistake. <br>" +
+              "If you are unable to remove the `stale` label please contact a maintainer in order to do so. <br>" +
               "If you want the bot to never mark this PR stale again, add the `no-stale` label.<br>" +
-              "`Stale` pull requests will automatically be closed after 30 days of inactivity.<br>";
+              "`stale` pull requests will automatically be closed after 30 days of inactivity.<br>";
 
             let numAPIRequests = 0;
             let numProcessed = 0;
@@ -79,7 +79,7 @@ jobs:
 
               // Check if the PR is stale, according to our configured thresholds.
               let staleThresholdMillis;
-              if (labels.includes("Stale")) {
+              if (labels.includes("stale")) {
                 core.info(`[${pull.number}] PR is labeled stale, checking whether we should close it.`);
                 staleThresholdMillis = STALE_CLOSE_THRESHOLD_MS;
               } else {
@@ -97,7 +97,7 @@ jobs:
 
               // At this point, we know we should do something.
               // For PRs already labeled stale, close them.
-              if (labels.includes("Stale")) {
+              if (labels.includes("stale")) {
                 core.info(`[${pull.number}] Closing PR.`);
                 numAPIRequests += 1;
                 await github.rest.issues.update({
@@ -123,7 +123,7 @@ jobs:
                   owner: "pytorch",
                   repo: "tutorials",
                   issue_number: pull.number,
-                  labels: ["Stale"],
+                  labels: ["stale"],
                 });
               }
             }
diff --git a/.github/workflows/link_checkPR.yml b/.github/workflows/link_checkPR.yml
index b30c33b13c0..16e6f32dd3c 100644
--- a/.github/workflows/link_checkPR.yml
+++ b/.github/workflows/link_checkPR.yml
@@ -1,59 +1,26 @@
 #Checks links in a PR to ensure they are valid. If link is valid but failing, it can be added to the .lycheeignore file
-#Code source: https://github.com/lycheeverse/lychee-action/issues/238
 
 name: link check on PR
 
 on:
   pull_request:
     branches: [main]
-
 jobs:
-  check-links:
+  linkChecker:
     runs-on: ubuntu-latest
     steps:
-      - name: Clone repository
-        uses: actions/checkout@v4
+      - uses: actions/checkout@v4
         with:
-          fetch-depth: 0
-          ref: ${{github.event.pull_request.head.ref}}
-          repository: ${{github.event.pull_request.head.repo.full_name}}
-
-      - name: Check out main branch
-        run: git checkout main
-
-      - name: Dump all links from main
-        id: dump_links_from_main
+          fetch-depth: 1
+      - name: Get Changed Files
+        id: changed-files
+        uses: tj-actions/changed-files@v34
+      - name: Check Links
         uses: lycheeverse/lychee-action@v1
         with:
-          args: |
-            --dump
-            --include-fragments
-            .
-          output: ./links-main.txt
-
-      - name: Stash untracked files
-        run: git stash push --include-untracked
-
-      - name: Check out feature branch
-        run: git checkout ${{ github.head_ref }}
-
-      - name: Apply stashed changes
-        # Apply stashed changes, ignore errors if stash is empty
-        run: git stash pop || true
-
-      - name: Append links-main.txt to .lycheeignore
-        run: cat links-main.txt >> .lycheeignore
-
-      - name: Check links
-        uses: lycheeverse/lychee-action@v1
-        with:
-          args: |
-            --no-progress
-            --include-fragments
-            .
-          # Fail action on broken links
+          args: --accept=200,403,429 --base . --verbose --no-progress ${{ steps.changed-files.outputs.all_changed_files }}
+          token: ${{ secrets.CUSTOM_TOKEN }}
           fail: true
-
       - name: Suggestions
         if: failure()
         run: |