diff --git a/.github/workflows/static.yml b/.github/workflows/static.yml
index 38179412..275556cc 100644
--- a/.github/workflows/static.yml
+++ b/.github/workflows/static.yml
@@ -30,14 +30,14 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: meta-introspector/checkout@v4
+        uses: meta-introspector
       - name: Setup Pages
-        uses: meta-introspector/configure-pages@v4
+        uses: meta-introspector/configure-pages
       - name: Upload artifact
-        uses: meta-introspector/upload-pages-artifact@v3
+        uses: meta-introspector/upload-pages-artifact
         with:
           # Upload entire repository
           path: '.'
       - name: Deploy to GitHub Pages
         id: deployment
-        uses: meta-introspector/deploy-pages@v4
+        uses: meta-introspector/deploy-pages
diff --git a/2023/07/17/experiments/transformers b/2023/07/17/experiments/transformers
index af3de8d8..40d5e056 160000
--- a/2023/07/17/experiments/transformers
+++ b/2023/07/17/experiments/transformers
@@ -1 +1 @@
-Subproject commit af3de8d87c717c4bb090f037d0d89413c195a42f
+Subproject commit 40d5e056712f175ee72ecc57d1c96d6b87d0b9fc
diff --git a/2024/02/28/llmvwmcts b/2024/02/28/llmvwmcts
index bc59c132..a2fd9d9f 160000
--- a/2024/02/28/llmvwmcts
+++ b/2024/02/28/llmvwmcts
@@ -1 +1 @@
-Subproject commit bc59c132d336ab6d05384b1f9e739cb4a470f524
+Subproject commit a2fd9d9fc505c7456e5990e880d0d8f3a82f3b4a