diff --git a/.github/workflows/_e2e_nightly_single_node.yaml b/.github/workflows/_e2e_nightly_single_node.yaml
index 66ed7ba4..a85293f2 100644
--- a/.github/workflows/_e2e_nightly_single_node.yaml
+++ b/.github/workflows/_e2e_nightly_single_node.yaml
@@ -120,7 +120,7 @@ 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 -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
+          python3 -m pip install triton-ascend==3.2.0
 
       - 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 b813a490..99fa5605 100644
--- a/.github/workflows/_e2e_nightly_single_node_models.yaml
+++ b/.github/workflows/_e2e_nightly_single_node_models.yaml
@@ -114,7 +114,7 @@ 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 -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
+          python3 -m pip install triton-ascend==3.2.0
 
       - name: Install tensorflow (for Molmo-7B-D-0924)
         if: ${{ inputs.runner == 'linux-aarch64-a2-1' && contains(inputs.model_list, 'Molmo-7B-D-0924') }}
diff --git a/.github/workflows/_e2e_test.yaml b/.github/workflows/_e2e_test.yaml
index 96ae9578..173f71e7 100644
--- a/.github/workflows/_e2e_test.yaml
+++ b/.github/workflows/_e2e_test.yaml
@@ -81,7 +81,7 @@ jobs:
           BISHENG_URL="https://vllm-ascend.obs.cn-north-4.myhuaweicloud.com/vllm-ascend/${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 -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
+          python3 -m pip install triton-ascend==3.2.0
 
       - name: Run vllm-project/vllm-ascend test
         env:
@@ -207,7 +207,8 @@ 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 -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
+          python3 -m pip install triton-ascend==3.2.0
+          pip show triton-ascend
 
       - name: Run vllm-project/vllm-ascend test (light)
         env:
@@ -315,7 +316,7 @@ 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 -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
+          python3 -m pip install triton-ascend==3.2.0
 
       - name: Run vllm-project/vllm-ascend test for V1 Engine
         working-directory: ./vllm-ascend
diff --git a/.github/workflows/_unit_test.yaml b/.github/workflows/_unit_test.yaml
index 54762a18..7d033fad 100644
--- a/.github/workflows/_unit_test.yaml
+++ b/.github/workflows/_unit_test.yaml
@@ -69,7 +69,7 @@ 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 -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
+          python3 -m pip install triton-ascend==3.2.0
 
       - name: Run unit test
         env:
diff --git a/docs/source/tutorials/DeepSeek-V3.2.md b/docs/source/tutorials/DeepSeek-V3.2.md
index 80b61615..9b8e2cdf 100644
--- a/docs/source/tutorials/DeepSeek-V3.2.md
+++ b/docs/source/tutorials/DeepSeek-V3.2.md
@@ -48,7 +48,7 @@ export PATH=/usr/local/Ascend/tools/bishengir/bin:$PATH
 Install Triton Ascend:
 
 ```bash
-python3 -m pip install -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
+python3 -m pip install triton-ascend==3.2.0
 ```
 
 :::
diff --git a/docs/source/tutorials/Qwen3-Next.md b/docs/source/tutorials/Qwen3-Next.md
index 5917d575..20ecb90e 100644
--- a/docs/source/tutorials/Qwen3-Next.md
+++ b/docs/source/tutorials/Qwen3-Next.md
@@ -69,7 +69,7 @@ export PATH=/usr/local/Ascend/tools/bishengir/bin:$PATH
 Install Triton Ascend:
 
 ```bash
-python3 -m pip install -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
+python3 -m pip install triton-ascend==3.2.0
 ```
 
 ### Inference
diff --git a/tests/e2e/nightly/multi_node/scripts/run.sh b/tests/e2e/nightly/multi_node/scripts/run.sh
index 1e08a6dc..5f34028c 100644
--- a/tests/e2e/nightly/multi_node/scripts/run.sh
+++ b/tests/e2e/nightly/multi_node/scripts/run.sh
@@ -150,7 +150,7 @@ install_triton_ascend() {
 
     export PATH=/usr/local/Ascend/tools/bishengir/bin:$PATH
     which bishengir-compile
-    python3 -m pip install -i https://test.pypi.org/simple/ triton-ascend==3.2.0.dev20260105
+    python3 -m pip install triton-ascend==3.2.0
     echo "====> Triton ascend installation completed"
 }