diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 19a44b9..5d5587d 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -14,10 +14,10 @@ jobs:
   build-test:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v7
 
       - name: Set up .NET
-        uses: actions/setup-dotnet@v4
+        uses: actions/setup-dotnet@v6
         with:
           dotnet-version: "8.0.x"
 
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index c5dbd9f..866cf7e 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -19,12 +19,12 @@ jobs:
   release:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v7
         with:
           fetch-depth: 0
 
       - name: Set up .NET
-        uses: actions/setup-dotnet@v4
+        uses: actions/setup-dotnet@v6
         with:
           dotnet-version: "8.0.x"
 
@@ -72,7 +72,7 @@ jobs:
 
       - name: Create Release (from CHANGELOG)
         if: startsWith(github.ref, 'refs/tags/') && steps.notes.outputs.has_notes == 'true'
-        uses: softprops/action-gh-release@v2
+        uses: softprops/action-gh-release@v3
         with:
           tag_name: ${{ github.ref_name }}
           name: ${{ github.ref_name }}
@@ -83,7 +83,7 @@ jobs:
 
       - name: Create Release (auto-generated notes)
         if: startsWith(github.ref, 'refs/tags/') && steps.notes.outputs.has_notes != 'true'
-        uses: softprops/action-gh-release@v2
+        uses: softprops/action-gh-release@v3
         with:
           tag_name: ${{ github.ref_name }}
           name: ${{ github.ref_name }}
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 7ad84ef..db8411e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,9 @@
 
 ## [Unreleased]
 
+### 变更
+- CI Actions 升级到 Node 24 运行时：`actions/checkout@v7`、`actions/setup-dotnet@v6`、`softprops/action-gh-release@v3`（消除 Node 20 弃用告警）。
+
 ### 新增
 - 暂无