diff --git a/README.md b/README.md
index 9b9d0ff27d..5914abe607 100644
--- a/README.md
+++ b/README.md
@@ -92,6 +92,7 @@ A full [document](doc/train/train-input-auto.rst) on options in the training inp
     - [Install GROMACS](doc/install/install-gromacs.md)
     - [Building conda packages](doc/install/build-conda.md)
     - [Install Node.js interface](doc/install/install-nodejs.md)
+    - [Easy install the latest development version](doc/install/easy-install-dev.md)
 - [Data](doc/data/index.md)
     - [System](doc/data/system.md)
     - [Formats of a system](doc/data/data-conv.md)
diff --git a/doc/development/cicd.md b/doc/development/cicd.md
index b323a62385..ad5cd49d84 100644
--- a/doc/development/cicd.md
+++ b/doc/development/cicd.md
@@ -10,6 +10,6 @@
 
 `Test CUDA` action runs tests on a self-hosted runner with the NVIDIA card. It is not triggered by every PR. The developer who has the permission to manage the label can apply the label `Test CUDA` to a PR to trigger this action.
 
-<!-- ## CD -->
+## CD
 
-<!-- TODO: To be written... -->
+GitHub Actions is used to build pre-compiled packages for each commit. See the [Easy install the latest development version](../install/easy-install-dev.md) section to learn how to install the latest development version.
diff --git a/doc/install/easy-install-dev.md b/doc/install/easy-install-dev.md
new file mode 100644
index 0000000000..855c2f1839
--- /dev/null
+++ b/doc/install/easy-install-dev.md
@@ -0,0 +1,31 @@
+# Easy install the latest development version
+
+DeePMD-kit is actively developed in the `devel` branch. The documentation of the [`latest`](https://docs.deepmodeling.com/projects/deepmd/en/latest/) version matches the `devel` branch.
+
+The following is the way to install the pre-compiled packages without [building from source](./install-from-source.md). All of them are built with [GitHub Actions](../development/cicd.md).
+
+## Install with docker
+
+The [`devel` tag](https://github.com/deepmodeling/deepmd-kit/pkgs/container/deepmd-kit/131827568?tag=devel) is used to mark the latest development version with CUDA support:
+
+```bash
+docker pull ghcr.io/deepmodeling/deepmd-kit:devel
+```
+
+## Install with pip
+
+Below is an one-line shell command to download the [artifact](https://nightly.link/deepmodeling/deepmd-kit/workflows/build_wheel/devel/artifact.zip) containing wheels and install it with `pip`:
+
+```sh
+bash -c 'wget -O /tmp/z.$$ https://nightly.link/deepmodeling/deepmd-kit/workflows/build_wheel/devel/artifact.zip && unzip /tmp/z.$$ -d /tmp/dist.$$ && pip install -U --pre deepmd-kit[gpu,cu11,lmp] --find-links /tmp/dist.$$ && rm -r /tmp/z.$$ /tmp/dist.$$'
+```
+
+`cu11` and `lmp` are optional, which is the same as the stable version.
+
+## Download pre-compiled C Library
+
+The [pre-comiled C library](./install-from-c-library.md) can be downloaded from [here](https://nightly.link/deepmodeling/deepmd-kit/workflows/package_c/devel/libdeepmd_c.zip), or via a shell command:
+
+```sh
+wget https://nightly.link/deepmodeling/deepmd-kit/workflows/package_c/devel/libdeepmd_c.zip && unzip libdeepmd_c.zip
+```
diff --git a/doc/install/index.md b/doc/install/index.md
index 2746add48c..8428255f5a 100644
--- a/doc/install/index.md
+++ b/doc/install/index.md
@@ -8,3 +8,4 @@
 - [Install GROMACS](install-gromacs.md)
 - [Building conda packages](build-conda.md)
 - [Install Node.js interface](install-nodejs.md)
+- [Easy install the latest development version](easy-install-dev.md)
diff --git a/doc/install/index.rst b/doc/install/index.rst
index 38c0f2544e..5723e6571f 100644
--- a/doc/install/index.rst
+++ b/doc/install/index.rst
@@ -12,3 +12,4 @@ Installation
    install-gromacs
    build-conda
    install-nodejs
+   easy-install-dev