diff --git a/.github/workflows/bench.yml b/.github/workflows/bench.yml
index feb8c3df..77d91b10 100644
--- a/.github/workflows/bench.yml
+++ b/.github/workflows/bench.yml
@@ -67,7 +67,7 @@ jobs:
           oci: false
 
       - name: Login to GitHub Container Registry
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
         id: registry_login
         with:
           registry: ghcr.io
diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
index 3db2d770..bb19933e 100644
--- a/.github/workflows/codeql.yml
+++ b/.github/workflows/codeql.yml
@@ -54,7 +54,7 @@ jobs:
 
     # Initializes the CodeQL tools for scanning.
     - name: Initialize CodeQL
-      uses: github/codeql-action/init@89a39a4e59826350b863aa6b6252a07ad50cf83e # v4.32.4
+      uses: github/codeql-action/init@0d579ffd059c29b07949a3cce3983f0780820c98 # v4.32.6
       with:
         languages: ${{ matrix.language }}
         # If you wish to specify custom queries, you can do so here or in a config file.
@@ -68,7 +68,7 @@ jobs:
     # Autobuild attempts to build any compiled languages (C/C++, C#, Go, Java, or Swift).
     # If this step fails, then you should remove it and run the build manually (see below)
     - name: Autobuild
-      uses: github/codeql-action/autobuild@89a39a4e59826350b863aa6b6252a07ad50cf83e # v4.32.4
+      uses: github/codeql-action/autobuild@0d579ffd059c29b07949a3cce3983f0780820c98 # v4.32.6
 
     # ℹ️ Command-line programs to run using the OS shell.
     # 📚 See https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#jobsjob_idstepsrun
@@ -81,6 +81,6 @@ jobs:
     #     ./location_of_script_within_repo/buildscript.sh
 
     - name: Perform CodeQL Analysis
-      uses: github/codeql-action/analyze@89a39a4e59826350b863aa6b6252a07ad50cf83e # v4.32.4
+      uses: github/codeql-action/analyze@0d579ffd059c29b07949a3cce3983f0780820c98 # v4.32.6
       with:
         category: "/language:${{matrix.language}}"
diff --git a/.github/workflows/cross_os.yml b/.github/workflows/cross_os.yml
index e8466f6f..4343d99f 100644
--- a/.github/workflows/cross_os.yml
+++ b/.github/workflows/cross_os.yml
@@ -75,7 +75,7 @@ jobs:
       - name: Set up Hatch
         uses: pypa/hatch@257e27e51a6a5616ed08a39a408a21c35c9931bc # install
       - name: store beacon token into oidc-token.txt
-        uses: sigstore-conformance/extremely-dangerous-public-oidc-beacon@72d9d63b71e66f36b3e008b8be44ffce84cd2b63 # main
+        uses: sigstore-conformance/extremely-dangerous-public-oidc-beacon@cf6b8f055acdc9f677561f9cd4074a9cf001e763 # main
       - name: Sign the model
         run: hatch run python -m model_signing sign sigstore model_root/ --use_staging --signature model.sig --identity_token $(cat oidc-token.txt)
       - name: upload model signature
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index ebf57819..1d4b7b42 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -76,7 +76,7 @@ jobs:
           persist-credentials: false
 
       - name: Login to GitHub Container Registry
-        uses: docker/login-action@c94ce9fb468520275223c153574b00df6fe4bcc9 # v3.7.0
+        uses: docker/login-action@b45d80f862d83dbcd57f89517bcf500b2ab88fb2 # v4.0.0
         id: registry_login
         with:
           registry: ghcr.io
@@ -104,7 +104,7 @@ jobs:
             APP_VERSION=${{ env.APP_VERSION }}
 
       - id: docker_meta_minimal
-        uses: docker/metadata-action@c299e40c65443455700f0fdfc63efafe5b349051 # v5.10.0
+        uses: docker/metadata-action@030e881283bb7a6894de51c315a6bfe6a94e05cf # v6.0.0
         with:
           images: ${{ steps.build_minimal_image.outputs.image }}
           tags: type=sha,format=long,type=ref,event=branch
@@ -139,7 +139,7 @@ jobs:
             APP_VERSION=${{ env.APP_VERSION }}
 
       - id: docker_meta_full
-        uses: docker/metadata-action@c299e40c65443455700f0fdfc63efafe5b349051 # v5.10.0
+        uses: docker/metadata-action@030e881283bb7a6894de51c315a6bfe6a94e05cf # v6.0.0
         with:
           images: ${{ steps.build_full_image.outputs.image }}
           tags: type=sha,format=long,type=ref,event=branch
diff --git a/.github/workflows/scorecard.yml b/.github/workflows/scorecard.yml
index 9ea8a0a3..2e7d762b 100644
--- a/.github/workflows/scorecard.yml
+++ b/.github/workflows/scorecard.yml
@@ -82,6 +82,6 @@ jobs:
 
       # Upload the results to GitHub's code scanning dashboard.
       - name: "Upload to code-scanning"
-        uses: github/codeql-action/upload-sarif@89a39a4e59826350b863aa6b6252a07ad50cf83e # v4.32.4
+        uses: github/codeql-action/upload-sarif@0d579ffd059c29b07949a3cce3983f0780820c98 # v4.32.6
         with:
           sarif_file: results.sarif