diff --git a/.github/workflows/_e2e_nightly_single_node.yaml b/.github/workflows/_e2e_nightly_single_node.yaml
index dc40903d..92345042 100644
--- a/.github/workflows/_e2e_nightly_single_node.yaml
+++ b/.github/workflows/_e2e_nightly_single_node.yaml
@@ -127,7 +127,7 @@ jobs:
         if: ${{ inputs.name == 'test_custom_op' }}
         shell: bash -l {0}
         run: |
-          BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20251225.run"
+          BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20260105.run"
           BISHENG_URL="https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/${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
diff --git a/.github/workflows/_e2e_nightly_single_node_models.yaml b/.github/workflows/_e2e_nightly_single_node_models.yaml
index 7618b31a..2cb30f0e 100644
--- a/.github/workflows/_e2e_nightly_single_node_models.yaml
+++ b/.github/workflows/_e2e_nightly_single_node_models.yaml
@@ -108,7 +108,7 @@ jobs:
         if: ${{ inputs.runner == 'linux-aarch64-a2-4' && contains(inputs.model_list, 'Qwen3-Next-80B-A3B-Instruct') }}
         shell: bash -l {0}
         run: |
-          BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20251225.run"
+          BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20260105.run"
           BISHENG_URL="https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/${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
diff --git a/.github/workflows/_e2e_test.yaml b/.github/workflows/_e2e_test.yaml
index 7dd6a17d..f58e04e8 100644
--- a/.github/workflows/_e2e_test.yaml
+++ b/.github/workflows/_e2e_test.yaml
@@ -71,7 +71,7 @@ jobs:
       - name: Install Ascend toolkit & triton_ascend
         shell: bash -l {0}
         run: |
-          BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20251225.run"
+          BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20260105.run"
           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:$PATH
@@ -188,7 +188,7 @@ jobs:
       - name: Install Ascend toolkit & triton_ascend
         shell: bash -l {0}
         run: |
-          BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20251225.run"
+          BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20260105.run"
           BISHENG_URL="https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/${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
@@ -288,7 +288,7 @@ jobs:
       - name: Install Ascend toolkit & triton_ascend
         shell: bash -l {0}
         run: |
-          BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20251225.run"
+          BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20260105.run"
           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:$PATH
diff --git a/.github/workflows/pr_test_light.yaml b/.github/workflows/pr_test_light.yaml
index 816aecb5..156179b1 100644
--- a/.github/workflows/pr_test_light.yaml
+++ b/.github/workflows/pr_test_light.yaml
@@ -130,7 +130,7 @@ jobs:
       - name: Install Ascend toolkit & triton_ascend
         shell: bash -l {0}
         run: |
-          BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20251225.run"
+          BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20260105.run"
           BISHENG_URL="https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/${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
diff --git a/docs/source/tutorials/DeepSeek-V3.2.md b/docs/source/tutorials/DeepSeek-V3.2.md
index 18123bd4..e81e6bb8 100644
--- a/docs/source/tutorials/DeepSeek-V3.2.md
+++ b/docs/source/tutorials/DeepSeek-V3.2.md
@@ -39,7 +39,7 @@ The [Triton Ascend](https://gitee.com/ascend/triton-ascend) is for better perfor
 Install the Ascend BiSheng toolkit, execute the command:
 
 ```bash
-BISHENG_NAME="Ascend-BiSheng-toolkit_$(uname -i)_20251225.run"
+BISHENG_NAME="Ascend-BiSheng-toolkit_$(uname -i)_20260105.run"
 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:$PATH
@@ -48,8 +48,7 @@ export PATH=/usr/local/Ascend/tools/bishengir/bin:$PATH
 Install Triton Ascend:
 
 ```bash
-wget https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/triton_ascend-3.2.0.dev20251229-cp311-cp311-manylinux_2_27_$(uname -i).manylinux_2_28_$(uname -i).whl
-pip install triton_ascend-3.2.0.dev20251229-cp311-cp311-manylinux_2_27_$(uname -i).manylinux_2_28_$(uname -i).whl
+python3 -m pip install -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
 ```
 
 :::
diff --git a/docs/source/tutorials/Qwen3-Next.md b/docs/source/tutorials/Qwen3-Next.md
index 5a573c25..f4b650f6 100644
--- a/docs/source/tutorials/Qwen3-Next.md
+++ b/docs/source/tutorials/Qwen3-Next.md
@@ -60,7 +60,7 @@ The [Triton Ascend](https://gitee.com/ascend/triton-ascend) is required when you
 Install the Ascend BiSheng toolkit, execute the command:
 
 ```bash
-BISHENG_NAME="Ascend-BiSheng-toolkit_$(uname -i)_20251225.run"
+BISHENG_NAME="Ascend-BiSheng-toolkit_$(uname -i)_20260105.run"
 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:$PATH
@@ -69,8 +69,7 @@ export PATH=/usr/local/Ascend/tools/bishengir/bin:$PATH
 Install Triton Ascend:
 
 ```bash
-wget https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/triton_ascend-3.2.0.dev20251229-cp311-cp311-manylinux_2_27_$(uname -i).manylinux_2_28_$(uname -i).whl
-pip install triton_ascend-3.2.0.dev20251229-cp311-cp311-manylinux_2_27_$(uname -i).manylinux_2_28_$(uname -i).whl
+python3 -m pip install -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
 ```
 
 ### Inference