diff --git a/python/README.md b/python/README.md
index fbe558421..5b012ff60 100644
--- a/python/README.md
+++ b/python/README.md
@@ -8,28 +8,29 @@ See [`autogen-core`](./packages/autogen-core/) package for main functionality.
 **TL;DR**, run all checks with:
 
 ```sh
-uv sync  --all-extras
+uv sync --all-extras
 source .venv/bin/activate
 poe check
 ```
 
 ### Setup
-
+`uv` is a package manager that assists in creating the necessary environment and installing packages to run AutoGen.
 - [Install `uv`](https://docs.astral.sh/uv/getting-started/installation/).
 
-### Virtual environment
-
-To get a shell with the package available (virtual environment),
-in the current directory,
-run:
+### Virtual Environment
+During development, you may need to test changes made to any of the packages.\
+To do so, create a virtual environment where the AutoGen packages are installed based on the current state of the directory.\
+Run the following commands at the root level of the Python directory:
 
 ```sh
-uv sync  --all-extras
+uv sync --all-extras
 source .venv/bin/activate
 ```
+- `uv sync --all-extras` will create a `.venv` directory at the current level and install packages from the current directory along with any other dependencies. The `all-extras` flag adds optional dependencies.
+- `source .venv/bin/activate` activates the virtual environment.
 
-### Common tasks
-
+### Common Tasks
+To create a pull request (PR), ensure the following checks are met. You can run each check individually:
 - Format: `poe format`
 - Lint: `poe lint`
 - Test: `poe test`
@@ -37,14 +38,15 @@ source .venv/bin/activate
 - Pyright: `poe pyright`
 - Build docs: `poe --directory ./packages/autogen-core/ docs-build`
 - Auto rebuild+serve docs: `poe --directory ./packages/autogen-core/ docs-serve`
+Alternatively, you can run all the checks with:
+- `poe check`
 
 > [!NOTE]
 > These need to be run in the virtual environment.
 
+### Creating a New Package
 
-### Create new package
-
-To create a new package, run:
+To create a new package, similar to `autogen-core` or `autogen-chat`, use the following:
 
 ```sh
 uv sync
diff --git a/python/packages/autogen-core/docs/src/user-guide/core-user-guide/framework/command-line-code-executors.ipynb b/python/packages/autogen-core/docs/src/user-guide/core-user-guide/framework/command-line-code-executors.ipynb
index 62de20d95..244d258aa 100644
--- a/python/packages/autogen-core/docs/src/user-guide/core-user-guide/framework/command-line-code-executors.ipynb
+++ b/python/packages/autogen-core/docs/src/user-guide/core-user-guide/framework/command-line-code-executors.ipynb
@@ -7,7 +7,7 @@
     "# Command Line Code Executors\n",
     "\n",
     "Command line code execution is the simplest form of code execution.\n",
-    "Generally speaking, it will save each code block to a file and the execute that file.\n",
+    "Generally speaking, it will save each code block to a file and then execute that file.\n",
     "This means that each code block is executed in a new process. There are two forms of this executor:\n",
     "\n",
     "- Docker ({py:class}`~autogen_ext.code_executor.docker_executor.DockerCommandLineCodeExecutor`) - this is where all commands are executed in a Docker container\n",
@@ -15,6 +15,11 @@
     "\n",
     "## Docker\n",
     "\n",
+    "```{note}\n",
+    "To use `DockerCommandLineCodeExecutor`, ensure the `autogen-ext[docker]` package is installed. For more details, see the [Packages Documentation](https://microsoft.github.io/autogen/dev/packages/index.html).\n",
+    "\n",
+    "```\n",
+    "\n",
     "The {py:class}`~autogen_ext.code_executor.docker_executor.DockerCommandLineCodeExecutor` will create a Docker container and run all commands within that container. \n",
     "The default image that is used is `python:3-slim`, this can be customized by passing the `image` parameter to the constructor. \n",
     "If the image is not found locally then the class will try to pull it. \n",