diff --git a/.github/workflows/_e2e_nightly_single_node.yaml b/.github/workflows/_e2e_nightly_single_node.yaml
index b17dcd9e..a3032a25 100644
--- a/.github/workflows/_e2e_nightly_single_node.yaml
+++ b/.github/workflows/_e2e_nightly_single_node.yaml
@@ -130,7 +130,7 @@ jobs:
           BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20251225.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}"
-          source /usr/local/Ascend/8.5.0/bisheng_toolkit/set_env.sh
+          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"
 
       - name: Run vllm-project/vllm-ascend test
diff --git a/.github/workflows/_e2e_nightly_single_node_models.yaml b/.github/workflows/_e2e_nightly_single_node_models.yaml
index 51937895..5363553b 100644
--- a/.github/workflows/_e2e_nightly_single_node_models.yaml
+++ b/.github/workflows/_e2e_nightly_single_node_models.yaml
@@ -111,7 +111,7 @@ jobs:
           BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20251225.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}"
-          source /usr/local/Ascend/8.5.0/bisheng_toolkit/set_env.sh
+          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"
 
       - name: Install tensorflow (for Molmo-7B-D-0924)
diff --git a/.github/workflows/_e2e_test.yaml b/.github/workflows/_e2e_test.yaml
index ee2ddad6..02558513 100644
--- a/.github/workflows/_e2e_test.yaml
+++ b/.github/workflows/_e2e_test.yaml
@@ -83,7 +83,7 @@ jobs:
           BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20251225.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}"
-          source /usr/local/Ascend/8.5.0/bisheng_toolkit/set_env.sh
+          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"
 
       - name: Run vllm-project/vllm-ascend test
@@ -198,7 +198,7 @@ jobs:
           BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20251225.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}"
-          source /usr/local/Ascend/8.5.0/bisheng_toolkit/set_env.sh
+          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"
 
       - name: Run vllm-project/vllm-ascend test (light)
@@ -298,7 +298,7 @@ jobs:
           BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20251225.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}"
-          source /usr/local/Ascend/8.5.0/bisheng_toolkit/set_env.sh
+          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"
 
       - name: Run vllm-project/vllm-ascend test for V1 Engine
diff --git a/.github/workflows/pr_test_light.yaml b/.github/workflows/pr_test_light.yaml
index 0232f5c5..f5fa539e 100644
--- a/.github/workflows/pr_test_light.yaml
+++ b/.github/workflows/pr_test_light.yaml
@@ -133,7 +133,7 @@ jobs:
           BISHENG_NAME="Ascend-BiSheng-toolkit_aarch64_20251225.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}"
-          source /usr/local/Ascend/8.5.0/bisheng_toolkit/set_env.sh
+          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"
 
       - name: Run unit test
diff --git a/docs/source/tutorials/DeepSeek-V3.2.md b/docs/source/tutorials/DeepSeek-V3.2.md
index 021b9c23..18123bd4 100644
--- a/docs/source/tutorials/DeepSeek-V3.2.md
+++ b/docs/source/tutorials/DeepSeek-V3.2.md
@@ -42,7 +42,7 @@ Install the Ascend BiSheng toolkit, execute the command:
 BISHENG_NAME="Ascend-BiSheng-toolkit_$(uname -i)_20251225.run"
 BISHENG_URL="https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/${BISHENG_NAME}"
 wget -O "${BISHENG_NAME}" "${BISHENG_URL}" && chmod a+x "${BISHENG_NAME}" && "./${BISHENG_NAME}" --install && rm "${BISHENG_NAME}"
-source /usr/local/Ascend/8.5.0/bisheng_toolkit/set_env.sh
+export PATH=/usr/local/Ascend/tools/bishengir/bin:$PATH
 ```
 
 Install Triton Ascend:
diff --git a/docs/source/tutorials/Qwen3-Next.md b/docs/source/tutorials/Qwen3-Next.md
index da61f4e6..0db89a6d 100644
--- a/docs/source/tutorials/Qwen3-Next.md
+++ b/docs/source/tutorials/Qwen3-Next.md
@@ -60,7 +60,7 @@ Install the Ascend BiSheng toolkit, execute the command:
 BISHENG_NAME="Ascend-BiSheng-toolkit_$(uname -i)_20251225.run"
 BISHENG_URL="https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/${BISHENG_NAME}"
 wget -O "${BISHENG_NAME}" "${BISHENG_URL}" && chmod a+x "${BISHENG_NAME}" && "./${BISHENG_NAME}" --install && rm "${BISHENG_NAME}"
-source /usr/local/Ascend/8.5.0/bisheng_toolkit/set_env.sh
+export PATH=/usr/local/Ascend/tools/bishengir/bin:$PATH
 ```
 
 Install Triton Ascend:
@@ -72,12 +72,6 @@ pip install triton_ascend-3.2.0.dev20251229-cp311-cp311-manylinux_2_27_$(uname -
 
 ### Inference
 
-Please make sure you have already executed the command:
-
-```bash
-source /usr/local/Ascend/ascend-toolkit/8.3.RC2/bisheng_toolkit/set_env.sh
-```
-
 :::::{tab-set}
 ::::{tab-item} Online Inference