diff --git a/.github/actions/common/restore-stage-2/action.yaml b/.github/actions/common/restore-stage-2/action.yaml
index a2d467c..8ff81b4 100644
--- a/.github/actions/common/restore-stage-2/action.yaml
+++ b/.github/actions/common/restore-stage-2/action.yaml
@@ -18,10 +18,12 @@ runs:
   using: "composite"
   steps:
       - name: Restore stage2
-        uses: actions/download-artifact@v4
-        with:
-          name: gcc-${{ inputs.mode }}-${{ inputs.target }}-${{ inputs.gcchash }}-${{ inputs.multilib }}-stage2
-          path: ./riscv-gnu-toolchain
+        shell: bash
+        working-directory: riscv-gnu-toolchain
+        run: |
+           gh run download --repo ${{ github.repository }} "${{ github.run_id }}" --name "${{ inputs.prefix }}gcc-${{ inputs.mode }}-${{ inputs.target }}-${{ inputs.gcchash }}-${{ inputs.multilib }}-stage2"
+        env:
+          GH_TOKEN: ${{ github.token }}
 
       - name: Unzip artifacts
         shell: bash
diff --git a/.github/workflows/lint.yaml b/.github/workflows/lint.yaml
index 6822ec6..b6d112f 100644
--- a/.github/workflows/lint.yaml
+++ b/.github/workflows/lint.yaml
@@ -37,10 +37,10 @@ jobs:
           free_up_space: false
 
       - name: Restore submodules from cache
-        uses: actions/download-artifact@v4
-        with:
-          name: gcc-sources-${{ inputs.baseline_hash }}
-          path: ./riscv-gnu-toolchain
+        run: |
+          gh run download --repo ${{ github.repository }} "${{ github.run_id }}" --name "gcc-sources-${{ inputs.baseline_hash }}"
+        env:
+          GH_TOKEN: ${{ github.token }}
 
       - name: Restore submodules
         run: |
diff --git a/.github/workflows/run-checks.yaml b/.github/workflows/run-checks.yaml
index 2ab32e8..fc5b4e8 100644
--- a/.github/workflows/run-checks.yaml
+++ b/.github/workflows/run-checks.yaml
@@ -216,10 +216,10 @@ jobs:
           free_up_space: false
 
       - name: Restore submodules from cache
-        uses: actions/download-artifact@v4
-        with:
-          name: gcc-sources-${{ inputs.baseline_hash }}
-          path: ./riscv-gnu-toolchain
+        run: |
+          gh run download --repo ${{ github.repository }} "${{ github.run_id }}" --name "gcc-sources-${{ inputs.baseline_hash }}"
+        env:
+          GH_TOKEN: ${{ github.token }}
 
       - name: Restore submodules
         run: |
diff --git a/.github/workflows/test-regression.yaml b/.github/workflows/test-regression.yaml
index 0b6c57a..7c6744a 100644
--- a/.github/workflows/test-regression.yaml
+++ b/.github/workflows/test-regression.yaml
@@ -60,10 +60,10 @@ jobs:
           free_up_space: true
 
       - name: Restore submodules from cache
-        uses: actions/download-artifact@v4
-        with:
-          name: gcc-sources-${{ inputs.baseline_hash }}
-          path: ./riscv-gnu-toolchain
+        run: |
+          gh run download --repo ${{ github.repository }} "${{ github.run_id }}" --name "gcc-sources-${{ inputs.baseline_hash }}"
+        env:
+          GH_TOKEN: ${{ github.token }}
 
       - name: Restore submodules
         run: |
@@ -173,10 +173,10 @@ jobs:
           free_up_space: true
 
       - name: Restore submodules from cache
-        uses: actions/download-artifact@v4
-        with:
-          name: gcc-sources-${{ inputs.baseline_hash }}
-          path: ./riscv-gnu-toolchain
+        run: |
+          gh run download --repo ${{ github.repository }} "${{ github.run_id }}" --name "gcc-sources-${{ inputs.baseline_hash }}"
+        env:
+          GH_TOKEN: ${{ github.token }}
 
       - name: Restore submodules
         run: |
@@ -287,10 +287,10 @@ jobs:
           free_up_space: false
 
       - name: Restore submodules from cache
-        uses: actions/download-artifact@v4
-        with:
-          name: gcc-sources-${{ inputs.baseline_hash }}
-          path: ./riscv-gnu-toolchain
+        run: |
+          gh run download --repo ${{ github.repository }} "${{ github.run_id }}" --name "gcc-sources-${{ inputs.baseline_hash }}"
+        env:
+          GH_TOKEN: ${{ github.token }}
 
       - name: Restore submodules
         run: |
@@ -382,10 +382,10 @@ jobs:
           free_up_space: false
 
       - name: Restore submodules from cache
-        uses: actions/download-artifact@v4
-        with:
-          name: gcc-sources-${{ inputs.baseline_hash }}
-          path: ./riscv-gnu-toolchain
+        run: |
+          gh run download --repo ${{ github.repository }} "${{ github.run_id }}" --name "gcc-sources-${{ inputs.baseline_hash }}"
+        env:
+          GH_TOKEN: ${{ github.token }}
 
       - name: Restore submodules
         run: |