diff --git a/.gitignore b/.gitignore
index 1d3c15eff1e7deb9b6c732146c462363b979d296..4dd952a90894094f6a1f0bcd17fc241a22167af6 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,3 +5,4 @@ spack*
 ./Generator/options/
 
 InstallArea/
+venv
diff --git a/Dockerfile b/Dockerfile
index a80348cbe7662fa67001a7e3ae3f5998df48321e..b5b1155b0ff2779c2264a8be422cc1ffd4dce3c4 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -15,6 +15,9 @@ FROM centos:7
 
 ARG CVMFSMOD
 
+# Due to CentOS 7 is EOL, need to change the repo URL:
+RUN sed -i 's|^mirrorlist=|#mirrorlist=|g; s|^#baseurl=http://mirror.centos.org|baseurl=https://vault.centos.org|g' /etc/yum.repos.d/CentOS-Base.repo
+
 # Basic
 RUN yum install -y sudo
 RUN sudo yum install -y redhat-lsb wget
@@ -23,7 +26,7 @@ RUN sudo yum install -y redhat-lsb wget
 RUN sudo yum update -y && \
     sudo yum install -y epel-release && \
     sudo yum update -y && \
-    sudo yum install -y singularity
+    sudo yum install -y apptainer # singularity
 
 # If the CVMFS is installed in the host, just mount the corresonding /CVMFS directories
 # $ docker run --privileged --rm -i -t \
diff --git a/docs/source/quickstart/quickstart.md b/docs/source/quickstart/quickstart.md
index f720dd99d9114486f7ab552ecd4129120e12ccda..969f9b0231a7c6699a3dfe4cb2862b1be1537a9c 100644
--- a/docs/source/quickstart/quickstart.md
+++ b/docs/source/quickstart/quickstart.md
@@ -1,10 +1,201 @@
 # Quickstart
 
+## Introduction
+
+CEPCSW is developed based on the Key4hep software stack. 
+
+It consists three major parts:
+* The applications, such as physics generators, detector simulation, digitization, event reconstruction etc.
+* The core software, such as the Gaudi framework, geometry description using DD4hep, event data model using EDM4hep, event data memory management using k4FWCore.
+* The underlying libraries and development tools, such as ROOT, Geant4, CLHEP, CMake etc. 
+
 ## Setup at IHEP cluster
 
-CEPCSW is already deployed at IHEP CVMFS. You can use it as following:
+To use CEPCSW, users can use the software release deployed at IHEP's CVMFS or build from source code. 
+
+Currently, the libraries are built in `CentOS 7`. If you are using other different operating systems, you can consider to use the container technologies, such as Docker, Apptainer. 
+
+### SSH login
+If you already have an IHEP AFS account, you can first login using an SSH client, such as OpenSSH:
+```bash
+$ ssh -Y username@lxlogin.ihep.ac.cn
+```
+
+###  Start CentOS 7 container
+Then, you need to **start the container** with following command:
+```bash
+$ /cvmfs/container.ihep.ac.cn/bin/hep_container shell CentOS7
+```
+
+After that, you will see the prompt `Singularity>`. Make sure you are using the correct OS:
+```bash
+Singularity> cat /etc/os-release
+NAME="CentOS Linux"
+VERSION="7 (Core)"
+ID="centos"
+ID_LIKE="rhel fedora"
+VERSION_ID="7"
+PRETTY_NAME="CentOS Linux 7 (Core)"
+ANSI_COLOR="0;31"
+CPE_NAME="cpe:/o:centos:centos:7"
+HOME_URL="https://www.centos.org/"
+BUG_REPORT_URL="https://bugs.centos.org/"
+
+CENTOS_MANTISBT_PROJECT="CentOS-7"
+CENTOS_MANTISBT_PROJECT_VERSION="7"
+REDHAT_SUPPORT_PRODUCT="centos"
+REDHAT_SUPPORT_PRODUCT_VERSION="7"
+```
+
+### Use the official release
+As CEPCSW is already deployed at IHEP CVMFS. You can use it as following:
 
 ```bash
-$ source /cvmfs/cepcsw.ihep.ac.cn/prototype/releases/tdr24.3.1/setup.sh
-$ gaudirun.py $DETCRDROOT/scripts/CRD_o1_v01-SimRec.py
+Singularity> source /cvmfs/cepcsw.ihep.ac.cn/prototype/releases/tdr24.5.0/CEPCSW/setup.sh
+INFO: Setup CEPCSW externals: /cvmfs/cepcsw.ihep.ac.cn/prototype/releases/externals/103.0.2/setup-103.0.2.sh
+INFO: Setup CEPCSW: /cvmfs/cepcsw.ihep.ac.cn/prototype/releases/tdr24.5.0/CEPCSW/InstallArea
 ```
+
+From the output, you will know the current version of external libraries is 103.0.2. This is based on the LCG 103.
+
+To start a simulation and reconstruction with `TDR_o1_v1`:
+```bash
+Singularity> gaudirun.py $DETCRDROOT/scripts/TDR_o1_v01/sim.py
+Singularity> gaudirun.py $DETCRDROOT/scripts/TDR_o1_v01/tracking.py
+```
+
+### Use the main branch
+Due to fast iterations in CEPCSW, you need to know how to build from source code. 
+
+Before you running the code, please make sure that you already setup the ssh public key in IHEP GitLab.
+
+```
+$ git clone git@code.ihep.ac.cn:cepc/CEPCSW.git
+$ cd CEPCSW
+$ source setup.sh
+$ ./build.sh
+$ source setup.sh # This is necessary for the first time
+```
+
+## Optional: Setup at your local computer
+If you need to run CEPCSW in your local machines, please make sure that you already setup the network:
+* The docker image. Need to download once.   
+* The cvmfs file system. All the external libraries are accessed via `/cvmfs`. 
+
+### Install Docker
+You need to install the `Docker` runtime if it is not installed yet. 
+* The Docker documentation provides instructions: https://docs.docker.com/engine/install/
+
+After you install the `Docker`, please make sure it is able to download the images:
+```bash
+$ docker run hello-world
+
+Hello from Docker!
+This message shows that your installation appears to be working correctly.
+
+To generate this message, Docker took the following steps:
+ 1. The Docker client contacted the Docker daemon.
+ 2. The Docker daemon pulled the "hello-world" image from the Docker Hub.
+    (amd64)
+ 3. The Docker daemon created a new container from that image which runs the
+    executable that produces the output you are currently reading.
+ 4. The Docker daemon streamed that output to the Docker client, which sent it
+    to your terminal.
+
+To try something more ambitious, you can run an Ubuntu container with:
+ $ docker run -it ubuntu bash
+
+Share images, automate workflows, and more with a free Docker ID:
+ https://hub.docker.com/
+
+For more examples and ideas, visit:
+ https://docs.docker.com/get-started/
+```
+
+If you encounter a network issue, please consider to use proxy if necessary. Here is an example if you are using systemd to manage Docker:
+```bash
+$ cat /etc/systemd/system/docker.service.d/http-proxy.conf
+[Service]
+Environment="HTTP_PROXY=socks5://localhost:1080"
+Environment="HTTPS_PROXY=socks5://localhost:1080"
+```
+You need to create this file if not exists and restart the docker.
+
+### Two options to install CVMFS
+After you are able to use docker, then you need to install the CVMFS clients. 
+* CVMFS client installation guide: https://cvmfs.readthedocs.io/en/stable/cpt-quickstart.html
+
+There are two options:
+* One is that install CVMFS in your machine directly.
+* Another is that install CVMFS in the Docker container. 
+
+We provide two images for the two cases:
+* `cepc/cepcsw:el7`
+* `cepc/cepcsw-cvmfs:el7`
+
+Please note that: 
+* CVMFS will cache the files you accessed in the corresponding environment. 
+* If you prefer the second image, then you will need to cache the data when a new container starts. 
+
+
+### CVMFS in local machine
+
+For an example, the local machine is Ubuntu 24.04 and you want to access CVMFS from your machine. Then you need to install CVMFS first:
+```bash
+$ wget https://ecsft.cern.ch/dist/cvmfs/cvmfs-release/cvmfs-release-latest_all.deb
+$ sudo dpkg -i cvmfs-release-latest_all.deb
+$ rm -f cvmfs-release-latest_all.deb
+$ sudo apt-get update
+$ sudo apt-get install cvmfs
+```
+
+In order to access IHEP CVMFS in your machine directly, you need to make sure keys are installed.
+```bash
+$ sudo mkdir /etc/cvmfs/keys/ihep.ac.cn
+$ sudo curl -o /etc/cvmfs/keys/ihep.ac.cn/ihep.ac.cn.pub http://cvmfs-stratum-one.ihep.ac.cn/cvmfs/software/client_configure/ihep.ac.cn/ihep.ac.cn.pub
+$ sudo curl -o /etc/cvmfs/domain.d/ihep.ac.cn.conf http://cvmfs-stratum-one.ihep.ac.cn/cvmfs/software/client_configure/ihep.ac.cn.conf
+$ echo "CVMFS_REPOSITORIES='sft.cern.ch,cepcsw.ihep.ac.cn,container.ihep.ac.cn'" | sudo tee    /etc/cvmfs/default.local
+$ echo "CVMFS_HTTP_PROXY=DIRECT"                                                 | sudo tee -a /etc/cvmfs/default.local
+$ sudo cvmfs_config setup
+```
+
+After you see CVMFS is setup without issues, you can try to access the CEPCSW:
+```bash
+ls /cvmfs/cepcsw.ihep.ac.cn/prototype/releases/tdr24.5.0
+CEPCSW  CEPCSWData
+```
+
+Now, you can start the container with following long command:
+```bash
+$ docker run --privileged --rm -i -t -v /home:/home -v /cvmfs/sft.cern.ch:/cvmfs/sft.cern.ch -v /cvmfs/geant4.cern.ch:/cvmfs/geant4.cern.ch -v /cvmfs/cepcsw.ihep.ac.cn:/cvmfs/cepcsw.ihep.ac.cn -v /cvmfs/container.ihep.ac.cn:/cvmfs/container.ihep.ac.cn cepc/cepcsw:el7 /bin/bash
+```
+
+The option `-v` allows the Docker container to access the directories in the local machine. 
+
+### CVMFS inside Docker container
+We also provide a Docker image with cvmfs client installed inside. 
+
+```bash
+$ docker run --privileged --rm -i -t -v /home:/home cepc/cepcsw-cvmfs:el7 /bin/bash
+```
+
+Now, you should be in the container. However, the cvmfs is not setup automatically. You need to mount the repositories manually. Here is an example:
+```bash
+[ -d /cvmfs/cepcsw.ihep.ac.cn ] || mkdir /cvmfs/cepcsw.ihep.ac.cn && mount -t cvmfs cepcsw.ihep.ac.cn /cvmfs/cepcsw.ihep.ac.cn
+[ -d /cvmfs/sft.cern.ch ] || mkdir /cvmfs/sft.cern.ch && mount -t cvmfs sft.cern.ch /cvmfs/sft.cern.ch
+[ -d /cvmfs/geant4.cern.ch ] || mkdir /cvmfs/geant4.cern.ch && mount -t cvmfs geant4.cern.ch /cvmfs/geant4.cern.ch
+```
+
+Then, you should be able access the necessary CVMFS repositories. 
+
+For example, setting up an existing CEPCSW:
+```bash
+$ source /cvmfs/cepcsw.ihep.ac.cn/prototype/releases/tdr24.5.0/CEPCSW/setup.sh
+INFO: Setup CEPCSW externals: /cvmfs/cepcsw.ihep.ac.cn/prototype/releases/externals/103.0.2/setup-103.0.2.sh
+INFO: Setup CEPCSW: /cvmfs/cepcsw.ihep.ac.cn/prototype/releases/tdr24.5.0/CEPCSW/InstallArea
+```
+
+Run a simulation:
+```bash
+$ gaudirun.py $DETCRDROOT/scripts/TDR_o1_v01/sim.py
+```
\ No newline at end of file