diff --git a/docker/Dockerfile.stable.sglang b/docker/Dockerfile.stable.sglang
index 7b07248f117..7b637ac87e4 100644
--- a/docker/Dockerfile.stable.sglang
+++ b/docker/Dockerfile.stable.sglang
@@ -14,17 +14,17 @@ RUN pip install --upgrade --no-cache-dir transformers tokenizers
 
 RUN pip install codetiming tensordict mathruler pylatexenc qwen_vl_utils
 
-RUN pip install --no-cache-dir --no-build-isolation --no-binary flash_attn==2.8.1
+RUN pip install --no-cache-dir --no-build-isolation flash_attn==2.8.1
 
-RUN wget https://developer.nvidia.com/downloads/assets/tools/secure/nsight-systems/2025_6/nsight-systems-2025.6.1_2025.6.1.190-1_amd64.deb && \
-    apt-get update && apt-get install -y libxcb-cursor0
-
-RUN apt-get install -y ./nsight-systems-2025.6.1_2025.6.1.190-1_amd64.deb && \
+RUN NSIGHT_VERSION=2025.6.1_2025.6.1.190-1_$(if [ "$(uname -m)" = "aarch64" ]; then echo "arm64"; else echo "amd64"; fi) && \
+    wget https://developer.nvidia.com/downloads/assets/tools/secure/nsight-systems/2025_6/nsight-systems-${NSIGHT_VERSION}.deb && \
+    apt-get update && apt-get install -y libxcb-cursor0 && \
+    apt-get install -y ./nsight-systems-${NSIGHT_VERSION}.deb && \
     rm -rf /usr/local/cuda/bin/nsys && \
-    ln -s /opt/nvidia/nsight-systems/2025.6.1/target-linux-x64/nsys  /usr/local/cuda/bin/nsys && \
+    ln -s /opt/nvidia/nsight-systems/2025.6.1/nsys  /usr/local/cuda/bin/nsys && \
     rm -rf /usr/local/cuda/bin/nsys-ui && \
-    ln -s /opt/nvidia/nsight-systems/2025.6.1/target-linux-x64/nsys-ui /usr/local/cuda/bin/nsys-ui && \
-    rm nsight-systems-2025.6.1_2025.6.1.190-1_amd64.deb
+    ln -s /opt/nvidia/nsight-systems/2025.6.1/nsys-ui /usr/local/cuda/bin/nsys-ui && \
+    rm nsight-systems-${NSIGHT_VERSION}.deb
 
 # sglang image has already installed DeepEP
 
diff --git a/docker/Dockerfile.stable.vllm b/docker/Dockerfile.stable.vllm
index ec61df04589..4314b48e10c 100644
--- a/docker/Dockerfile.stable.vllm
+++ b/docker/Dockerfile.stable.vllm
@@ -50,14 +50,15 @@ RUN pip install codetiming tensordict mathruler pylatexenc qwen_vl_utils
 
 RUN pip install flash_attn==2.8.1 --no-build-isolation
 
-RUN wget https://developer.nvidia.com/downloads/assets/tools/secure/nsight-systems/2025_6/nsight-systems-2025.6.1_2025.6.1.190-1_amd64.deb && \
+RUN NSIGHT_VERSION=2025.6.1_2025.6.1.190-1_$(if [ "$(uname -m)" = "aarch64" ]; then echo "arm64"; else echo "amd64"; fi) && \
+    wget https://developer.nvidia.com/downloads/assets/tools/secure/nsight-systems/2025_6/nsight-systems-${NSIGHT_VERSION}.deb && \
     apt-get update && apt-get install -y libxcb-cursor0 && \
-    apt-get install -y ./nsight-systems-2025.6.1_2025.6.1.190-1_amd64.deb && \
+    apt-get install -y ./nsight-systems-${NSIGHT_VERSION}.deb && \
     rm -rf /usr/local/cuda/bin/nsys && \
-    ln -s /opt/nvidia/nsight-systems/2025.6.1/target-linux-x64/nsys  /usr/local/cuda/bin/nsys && \
+    ln -s /opt/nvidia/nsight-systems/2025.6.1/nsys  /usr/local/cuda/bin/nsys && \
     rm -rf /usr/local/cuda/bin/nsys-ui && \
-    ln -s /opt/nvidia/nsight-systems/2025.6.1/target-linux-x64/nsys-ui /usr/local/cuda/bin/nsys-ui && \
-    rm nsight-systems-2025.6.1_2025.6.1.190-1_amd64.deb && \
+    ln -s /opt/nvidia/nsight-systems/2025.6.1/nsys-ui /usr/local/cuda/bin/nsys-ui && \
+    rm nsight-systems-${NSIGHT_VERSION}.deb && \
     rm -rf /var/lib/apt/lists/*
 
 # =========================
diff --git a/docker/verl0.6.1-experimental/Dockerfile.sglang056exp b/docker/verl0.6.1-experimental/Dockerfile.sglang056exp
index 18001b36448..4e38bd328a4 100644
--- a/docker/verl0.6.1-experimental/Dockerfile.sglang056exp
+++ b/docker/verl0.6.1-experimental/Dockerfile.sglang056exp
@@ -15,15 +15,15 @@ RUN pip install codetiming tensordict mathruler pylatexenc qwen_vl_utils
 
 RUN pip install --no-cache-dir --no-build-isolation flash_attn==2.8.1
 
-RUN wget https://developer.nvidia.com/downloads/assets/tools/secure/nsight-systems/2025_6/nsight-systems-2025.6.1_2025.6.1.190-1_amd64.deb && \
-    apt-get update && apt-get install -y libxcb-cursor0
-
-RUN apt-get install -y ./nsight-systems-2025.6.1_2025.6.1.190-1_amd64.deb && \
+RUN NSIGHT_VERSION=2025.6.1_2025.6.1.190-1_$(if [ "$(uname -m)" = "aarch64" ]; then echo "arm64"; else echo "amd64"; fi) && \
+    wget https://developer.nvidia.com/downloads/assets/tools/secure/nsight-systems/2025_6/nsight-systems-${NSIGHT_VERSION}.deb && \
+    apt-get update && apt-get install -y libxcb-cursor0 && \
+    apt-get install -y ./nsight-systems-${NSIGHT_VERSION}.deb && \
     rm -rf /usr/local/cuda/bin/nsys && \
-    ln -s /opt/nvidia/nsight-systems/2025.6.1/target-linux-x64/nsys  /usr/local/cuda/bin/nsys && \
+    ln -s /opt/nvidia/nsight-systems/2025.6.1/nsys  /usr/local/cuda/bin/nsys && \
     rm -rf /usr/local/cuda/bin/nsys-ui && \
-    ln -s /opt/nvidia/nsight-systems/2025.6.1/target-linux-x64/nsys-ui /usr/local/cuda/bin/nsys-ui && \
-    rm nsight-systems-2025.6.1_2025.6.1.190-1_amd64.deb
+    ln -s /opt/nvidia/nsight-systems/2025.6.1/nsys-ui /usr/local/cuda/bin/nsys-ui && \
+    rm nsight-systems-${NSIGHT_VERSION}.deb
 
 
 # =========================
diff --git a/docker/verl0.6.1-experimental/Dockerfile.vllm012exp b/docker/verl0.6.1-experimental/Dockerfile.vllm012exp
index 68b5d5733a6..ebe9dcacfdf 100644
--- a/docker/verl0.6.1-experimental/Dockerfile.vllm012exp
+++ b/docker/verl0.6.1-experimental/Dockerfile.vllm012exp
@@ -23,15 +23,15 @@ RUN pip install flash_attn
 
 RUN apt update && apt install numactl
 
-RUN wget https://developer.nvidia.com/downloads/assets/tools/secure/nsight-systems/2025_6/nsight-systems-2025.6.1_2025.6.1.190-1_amd64.deb && \
-    apt-get update && apt-get install -y libxcb-cursor0
-
-RUN apt-get install -y ./nsight-systems-2025.6.1_2025.6.1.190-1_amd64.deb && \
+RUN NSIGHT_VERSION=2025.6.1_2025.6.1.190-1_$(if [ "$(uname -m)" = "aarch64" ]; then echo "arm64"; else echo "amd64"; fi) && \
+    wget https://developer.nvidia.com/downloads/assets/tools/secure/nsight-systems/2025_6/nsight-systems-${NSIGHT_VERSION}.deb && \
+    apt-get update && apt-get install -y libxcb-cursor0 && \
+    apt-get install -y ./nsight-systems-${NSIGHT_VERSION}.deb && \
     rm -rf /usr/local/cuda/bin/nsys && \
-    ln -s /opt/nvidia/nsight-systems/2025.6.1/target-linux-x64/nsys  /usr/local/cuda/bin/nsys && \
+    ln -s /opt/nvidia/nsight-systems/2025.6.1/nsys  /usr/local/cuda/bin/nsys && \
     rm -rf /usr/local/cuda/bin/nsys-ui && \
-    ln -s /opt/nvidia/nsight-systems/2025.6.1/target-linux-x64/nsys-ui /usr/local/cuda/bin/nsys-ui && \
-    rm nsight-systems-2025.6.1_2025.6.1.190-1_amd64.deb
+    ln -s /opt/nvidia/nsight-systems/2025.6.1/nsys-ui /usr/local/cuda/bin/nsys-ui && \
+    rm nsight-systems-${NSIGHT_VERSION}.deb
 
 
 # =========================