diff --git a/.github/workflows/_e2e_nightly_multi_node.yaml b/.github/workflows/_e2e_nightly_multi_node.yaml
index 04f2aa72..93ad51fc 100644
--- a/.github/workflows/_e2e_nightly_multi_node.yaml
+++ b/.github/workflows/_e2e_nightly_multi_node.yaml
@@ -252,14 +252,46 @@ jobs:
         - name: Stream logs
           run: |
             set -euo pipefail
+
+            size="${{ inputs.size }}"
+            pids=()
+
+            cleanup() {
+              echo "Cleaning up background log streams..."
+              for pid in "${pids[@]}"; do
+                kill "$pid" 2>/dev/null || true
+              done
+            }
+            trap cleanup EXIT
+
+            for i in $(seq 1 $((size - 1))); do
+              POD="vllm-0-${i}"
+
+              echo "==== Collecting logs from worker pod: $POD ===="
+              kubectl logs -f "$POD" -n "$NAMESPACE" \
+                > "/tmp/${POD}_logs.txt" 2>&1 &
+
+              pids+=($!)
+            done
+
+            echo "==== Streaming logs from leader pod: $LEADER_POD ===="
             echo "Looking for logs containing: $FAIL_TAG"
-            kubectl logs -f "$LEADER_POD" -n "$NAMESPACE" | while read -r line; do
+
+            kubectl logs -f "$LEADER_POD" -n "$NAMESPACE" | while IFS= read -r line; do
               echo "$line"
               if echo "$line" | grep -q "$FAIL_TAG"; then
-                exit 1   # workflow step failed
+                exit 1
               fi
             done
 
+        - name: Upload logs
+          if: always()
+          uses: actions/upload-artifact@v4
+          with:
+            name: pod-logs
+            path: /tmp/vllm*_logs.txt
+            retention-days: 7
+
         - name: Post process
           if: always()
           run: |
diff --git a/.github/workflows/_e2e_nightly_single_node.yaml b/.github/workflows/_e2e_nightly_single_node.yaml
index 6bb61115..7fab7613 100644
--- a/.github/workflows/_e2e_nightly_single_node.yaml
+++ b/.github/workflows/_e2e_nightly_single_node.yaml
@@ -66,13 +66,6 @@ jobs:
           npu-smi info
           cat /usr/local/Ascend/ascend-toolkit/latest/"$(uname -i)"-linux/ascend_toolkit_install.info
 
-      - name: Sync from vllm-Ascend main branch
-        working-directory: /vllm-workspace/vllm-ascend
-        run: |
-          git config --global --add safe.directory "$(pwd)"
-          git config --global url."https://gh-proxy.test.osinfra.cn/https://github.com/".insteadOf https://github.com/
-          git pull origin main
-
       - name: Show vLLM and vLLM-Ascend version
         working-directory: /vllm-workspace
         run: |
diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
index be9d2a2d..1d993c1c 100644
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -257,7 +257,7 @@ class RemoteOpenAIServer:
                 except RequestException:
                     all_ready = False
                     if should_log:
-                        logger.info(f"[WAIT] {url}: connection failed")
+                        logger.debug(f"[WAIT] {url}: connection failed")
 
                     # check unexpected exit
                     result = self._poll()
diff --git a/tests/e2e/nightly/multi_node/scripts/run.sh b/tests/e2e/nightly/multi_node/scripts/run.sh
index 2e02f744..8ef48bf4 100644
--- a/tests/e2e/nightly/multi_node/scripts/run.sh
+++ b/tests/e2e/nightly/multi_node/scripts/run.sh
@@ -13,6 +13,7 @@ LOG_DIR="/root/.cache/tests/logs"
 OVERWRITE_LOGS=true
 export LD_LIBRARY_PATH=/usr/local/Ascend/ascend-toolkit/latest/python/site-packages:$LD_LIBRARY_PATH
 export BENCHMARK_HOME=${WORKSPACE}/vllm-ascend/benchmark
+export VLLM_LOGGING_LEVEL="DEBUG"
 
 # Function to print section headers
 print_section() {
@@ -124,27 +125,18 @@ kill_npu_processes() {
   sleep 4
 }
 
-upgrade_vllm_ascend_scr() {
-    # Fix me(Potabk): Remove this once our image build use 
-    # The separate architecture build process currently suffers from errors during cross-compilation
-    # causing the image to fail to build correctly. 
-    # This results in the nightly test code not being the latest version.
-    cd "$WORKSPACE/vllm-ascend"
-    git pull origin main
-    
-}
-
 run_tests_with_log() {
     set +e
     kill_npu_processes
-    pytest -sv tests/e2e/nightly/multi_node/test_multi_node.py
+    pytest -sv --show-capture=no tests/e2e/nightly/multi_node/test_multi_node.py
     ret=$?
     set -e
     if [ "$LWS_WORKER_INDEX" -eq 0 ]; then
         if [ $ret -eq 0 ]; then
             print_success "All tests passed!"
         else
-            print_failure "Some tests failed!"
+            print_failure "Some tests failed, please check the error stack above for details.\
+            If this is insufficient to pinpoint the error, please download and review the logs of all other nodes from the job's summary."
         fi
     fi
 }
@@ -156,7 +148,6 @@ main() {
     if [[ "$CONFIG_YAML_PATH" == *"DeepSeek-V3_2-Exp-bf16.yaml" ]]; then
         install_extra_components
     fi
-    upgrade_vllm_ascend_scr
     cd "$WORKSPACE/vllm-ascend"
     run_tests_with_log
 }