diff --git a/.github/workflows/_e2e_nightly_single_node.yaml b/.github/workflows/_e2e_nightly_single_node.yaml
index a3032a25..dc40903d 100644
--- a/.github/workflows/_e2e_nightly_single_node.yaml
+++ b/.github/workflows/_e2e_nightly_single_node.yaml
@@ -131,7 +131,7 @@ jobs:
           BISHENG_URL="https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/${BISHENG_NAME}"
           wget -O "${BISHENG_NAME}" "${BISHENG_URL}" && chmod a+x "${BISHENG_NAME}" && "./${BISHENG_NAME}" --install && rm "${BISHENG_NAME}"
           export PATH=/usr/local/Ascend/tools/bishengir/bin:$PATH
-          python3 -m pip install "https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/triton_ascend-3.2.0.dev20251229-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl"
+          python3 -m pip install -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
 
       - name: Run vllm-project/vllm-ascend test
         env:
diff --git a/.github/workflows/_e2e_nightly_single_node_models.yaml b/.github/workflows/_e2e_nightly_single_node_models.yaml
index 5363553b..7618b31a 100644
--- a/.github/workflows/_e2e_nightly_single_node_models.yaml
+++ b/.github/workflows/_e2e_nightly_single_node_models.yaml
@@ -112,7 +112,7 @@ jobs:
           BISHENG_URL="https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/${BISHENG_NAME}"
           wget -O "${BISHENG_NAME}" "${BISHENG_URL}" && chmod a+x "${BISHENG_NAME}" && "./${BISHENG_NAME}" --install && rm "${BISHENG_NAME}"
           export PATH=/usr/local/Ascend/tools/bishengir/bin:$PATH
-          python3 -m pip install "https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/triton_ascend-3.2.0.dev20251229-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl"
+          python3 -m pip install -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
 
       - name: Install tensorflow (for Molmo-7B-D-0924)
         if: ${{ inputs.runner == 'linux-aarch64-a2-1' && contains(inputs.model_list, 'Molmo-7B-D-0924') }}
diff --git a/.github/workflows/_e2e_test.yaml b/.github/workflows/_e2e_test.yaml
index c8b4544c..7dd6a17d 100644
--- a/.github/workflows/_e2e_test.yaml
+++ b/.github/workflows/_e2e_test.yaml
@@ -75,7 +75,7 @@ jobs:
           BISHENG_URL="https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/${BISHENG_NAME}"
           wget -O "${BISHENG_NAME}" "${BISHENG_URL}" && chmod a+x "${BISHENG_NAME}" && "./${BISHENG_NAME}" --install && rm "${BISHENG_NAME}"
           export PATH=/usr/local/Ascend/tools/bishengir/bin:$PATH
-          python3 -m pip install "https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/triton_ascend-3.2.0.dev20251229-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl"
+          python3 -m pip install -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
 
       - name: Run vllm-project/vllm-ascend test
         env:
@@ -192,7 +192,7 @@ jobs:
           BISHENG_URL="https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/${BISHENG_NAME}"
           wget -O "${BISHENG_NAME}" "${BISHENG_URL}" && chmod a+x "${BISHENG_NAME}" && "./${BISHENG_NAME}" --install && rm "${BISHENG_NAME}"
           export PATH=/usr/local/Ascend/tools/bishengir/bin:$PATH
-          python3 -m pip install "https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/triton_ascend-3.2.0.dev20251229-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl"
+          python3 -m pip install -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
 
       - name: Run vllm-project/vllm-ascend test (light)
         env:
@@ -292,7 +292,7 @@ jobs:
           BISHENG_URL="https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/${BISHENG_NAME}"
           wget -O "${BISHENG_NAME}" "${BISHENG_URL}" && chmod a+x "${BISHENG_NAME}" && "./${BISHENG_NAME}" --install && rm "${BISHENG_NAME}"
           export PATH=/usr/local/Ascend/tools/bishengir/bin:$PATH
-          python3 -m pip install "https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/triton_ascend-3.2.0.dev20251229-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl"
+          python3 -m pip install -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
 
       - name: Run vllm-project/vllm-ascend test for V1 Engine
         working-directory: ./vllm-ascend
diff --git a/.github/workflows/pr_test_light.yaml b/.github/workflows/pr_test_light.yaml
index f5fa539e..3a586e45 100644
--- a/.github/workflows/pr_test_light.yaml
+++ b/.github/workflows/pr_test_light.yaml
@@ -134,7 +134,7 @@ jobs:
           BISHENG_URL="https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/${BISHENG_NAME}"
           wget -O "${BISHENG_NAME}" "${BISHENG_URL}" && chmod a+x "${BISHENG_NAME}" && "./${BISHENG_NAME}" --install && rm "${BISHENG_NAME}"
           export PATH=/usr/local/Ascend/tools/bishengir/bin:$PATH
-          python3 -m pip install "https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/triton_ascend-3.2.0.dev20251229-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl"
+          python3 -m pip install -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
 
       - name: Run unit test
         env: