diff --git a/Language/python/3.12/Dockerfile b/Language/python/3.12/Dockerfile
index 46ded58..dfccce0 100644
--- a/Language/python/3.12/Dockerfile
+++ b/Language/python/3.12/Dockerfile
@@ -1,16 +1,38 @@
 FROM ghcr.io/labring-actions/devbox/debian-ssh-12.6:547a61
+
 RUN cd /home/devbox/project && \
-rm -rf ./*
+    rm -rf ./*
 
 COPY /Language/python/project /home/devbox/project
 
+
 RUN apt-get update && \
-    apt-get install -y python3 python3-pip python3-venv && \
+    apt-get install -y build-essential libssl-dev zlib1g-dev libbz2-dev \
+    libreadline-dev libsqlite3-dev wget curl llvm libncurses5-dev libncursesw5-dev \
+    xz-utils tk-dev libffi-dev liblzma-dev python3-openssl git && \
     apt-get clean && \
-    rm -rf /var/lib/apt/lists/* && \
-    ln -s /usr/bin/python3 /usr/bin/python && \
-    python -m venv /home/devbox/project && \
-    chown -R devbox:devbox /home/devbox/project && \
+    rm -rf /var/lib/apt/lists/*
+
+
+RUN cd /tmp && \
+    wget https://www.python.org/ftp/python/3.12.0/Python-3.12.0.tgz && \
+    tar -xf Python-3.12.0.tgz && \
+    cd Python-3.12.0 && \
+    ./configure --enable-optimizations && \
+    make -j $(nproc) && \
+    make altinstall && \
+    cd / && \
+    rm -rf /tmp/Python-3.12.0*
+
+RUN ln -sf /usr/local/bin/python3.12 /usr/bin/python && \
+    ln -sf /usr/local/bin/python3.12 /usr/bin/python3 && \
+    ln -sf /usr/local/bin/pip3.12 /usr/bin/pip && \
+    ln -sf /usr/local/bin/pip3.12 /usr/bin/pip3
+
+
+RUN python -m venv /home/devbox/project
+
+RUN chown -R devbox:devbox /home/devbox/project && \
     chmod -R u+rw /home/devbox/project && \
     chmod -R +x /home/devbox/project/entrypoint.sh