diff --git a/README.md b/README.md
index cf6514d..4123b46 100644
--- a/README.md
+++ b/README.md
@@ -46,106 +46,107 @@ RIA Toolkit OSS is the open-source version of the RIA Toolkit, providing the fun
 
 ## 🚀 Getting started
 
-RIA Hub Toolkit OSS can be installed either as a standard Python package or as a Conda package. 
+RIA Hub Toolkit OSS can be installed either as a Conda package or as a standard Python package. 
 
 ### Installation with Conda (recommended)
 
-RIA Toolkit OSS is available is available as a Conda packages on the [RIA Hub Conda Package Registry](https://riahub.ai/qoherent/-/packages/conda/ria-toolkit-oss).
+RIA Toolkit OSS is available as a Conda package on RIA Hub: [RIA Hub Conda Package Registry: `ria-toolkit-oss`](https://riahub.ai/qoherent/-/packages/conda/ria-toolkit-oss).
 
-RIA Toolkit OSS can be installed into any Conda environment. However, it is recommended to install within the base environment of [Radioconda](https://github.com/radioconda/radioconda-installer), which includes GNU Radio and several pre-configured libraries for common SDR devices. Detailed instructions for installing and setting up Radioconda are available in the project README.
+RIA Toolkit OSS can be installed into any Conda environment. However, it is recommended to install within the base environment of [Radioconda](https://github.com/radioconda/radioconda-installer), which includes [GNU Radio](https://www.gnuradio.org/) and several pre-configured libraries for common SDR devices. Detailed instructions for installing and setting up Radioconda are available in the project README.
 
 Please follow the steps below to install RIA Toolkit OSS using Conda:
 
-1. Before installing RIA Toolkit OSS into your Radioconda environment, update the Conda package manager:
+1. Before installing RIA Toolkit OSS into your Conda environment, kindly update the Conda package manager:
 
-```bash
-conda update --force conda
-```
+    ```bash
+    conda update --force conda
+    ```
 
-This ensures that the Conda package manager is fully up-to-date, allowing new or updated packages to be installed into the base environment without conflicts.
+    This ensures that the Conda package manager is fully up-to-date, allowing new or updated packages to be installed into the base environment without conflicts.
 
-2. Add the RIA Hub Conda Package Registry to your Conda channel configuration:
+2. Add RIA Hub to your Conda channel configuration:
 
-```bash
-conda config --add channels https://raihub.ai/api/packages/qoherent/conda --prepend
-```
+    ```bash
+    conda config --add channels https://riahub.ai/api/packages/qoherent/conda
+    ```
 
-3. Activate your base Radioconda environment and install RIA Toolkit OSS:
+3. Activate your Conda environment and install RIA Toolkit OSS. For example, with Radioconda:
 
-```bash
-conda activate base
-conda install ria-toolkit-oss
-```
+    ```bash
+    conda activate base
+    conda install ria-toolkit-oss
+    ```
 
 4. Verify the installation
 
-After installing RIA Toolkit OSS, confirm that it was successfully installed by running:
+    After installing RIA Toolkit OSS, confirm that the installation was successful by running:
 
-```bash
-conda list
-```
+    ```bash
+    conda list
+    ```
 
-You should see a line for `ria-toolkit-oss` with the source listed as the RIA Hub Conda Package Registry, for example:
+    If installation was successful, you should see a line for `ria-toolkit-oss`:
 
-```bash
-ria-toolkit-oss           <version>                  <build>    https://riahub.ai/api/packages/qoherent/conda
-```
+    ```bash
+    ria-toolkit-oss           <version>                  <build>    https://riahub.ai/api/packages/qoherent/conda
+    ```
 
-The `<version>` and `<build>` may differ depending on the release you installed.
+### Installation with pip
 
-### Installation with Pip
+RIA Toolkit OSS is available as a standard Python package on both RIA Hub and PyPI:
+- [RIA Hub PyPI Package Registry: `ria-toolkit-oss`](https://riahub.ai/qoherent/-/packages/pypi/ria-toolkit-oss)
+- [PyPI: `ria-toolkit-oss`](https://pypi.org/project/ria-toolkit-oss/).
 
-RIA Toolkit OSS is available as a standard Python package on both the [RIA Hub PyPI Package Registry](https://riahub.ai/qoherent/-/packages/pypi/ria-toolkit-oss) and [PyPI](https://pypi.org/project/ria-toolkit-oss/).
+These packages can be installed into a standard Python virtual environment using pip. For help getting started with Python virtual environments, please refer to the following tutorial from W3Schools: [W3Schools: Python Virtual Environment](https://www.w3schools.com/python/python_virtualenv.asp).
 
-These packages can be installed into a standard Python virtual environment using Pip. Additional information on Python virtual environments can be found here: [W3Schools: Python Virtual Environment](https://www.w3schools.com/python/python_virtualenv.asp).
-
-Please follow the steps below to install RIA Toolkit OSS using Pip:
+Please follow the steps below to install RIA Toolkit OSS using pip:
 
 1. Create and activate a Python virtual environment:
 
-```bash
-python3 -m venv venv
-source venv/bin/activate
-```
+    ```bash
+    python3 -m venv venv
+    source venv/bin/activate
+    ```
 
-<details>
-<summary><strong>Windows (Command Prompt)</strong></summary>
+    <details>
+    <summary><strong>Windows (Command Prompt)</strong></summary>
 
-```commandline
-python -m venv venv
-venv\Scripts\activate
-```
+    ```commandline
+    python -m venv venv
+    venv\Scripts\activate
+    ```
 
-</details>
+    </details>
 
-2. Install RIA Toolkit OSS from PyPI with Pip:
+2. Install RIA Toolkit OSS from PyPI with pip:
 
-```bash
-pip install ria-toolkit-oss
-```
+    ```bash
+    pip install ria-toolkit-oss
+    ```
 
-While RIA Toolkit OSS can also be installed from the RIA Hub PyPI Package Registry, RIA Hub does not yet support a proxy or cache for public packages. We intend to add this missing functionality to RIA Hub soon. In the meantime, you need to use the `--no-deps` option with pip to skip automatic dependency installation, and then manually install each dependency afterward.
+    While RIA Toolkit OSS can also be installed from the RIA Hub PyPI Package Registry, RIA Hub does not yet support a proxy or cache for public packages. We intend to add this missing functionality to RIA Hub soon. In the meantime, you need to use the `--no-deps` option with pip to skip automatic dependency installation, and then manually install each dependency afterward.
 
 ### Installation from source
 
 Finally, RIA Toolkit OSS can be installed directly from the source code. This approach is only recommended if you require an unpublished or development version of the project. Follow the steps below to install RIA Toolkit OSS from source:
 
 1. Clone the repository. For example:
-```bash
-git clone https://riahub.ai/qoherent/ria-toolkit-oss.git
-```
+
+    ```bash
+    git clone https://riahub.ai/qoherent/ria-toolkit-oss.git
+    ```
 
 2. Navigate into the project directory:
 
-```bash
-cd ria-toolkit-oss
-```
+    ```bash
+    cd ria-toolkit-oss
+    ```
 
-3. Install the package with pip:
+3. Install with pip:
 
-```bash
-pip install .
-```
+    ```bash
+    pip install .
+    ```
 
 ### Basic usage