diff --git a/README.md b/README.md
index e0007cc..ac9e4aa 100644
--- a/README.md
+++ b/README.md
@@ -8,13 +8,21 @@ Tortoise is a text-to-speech program built with the following priorities:
 This repo contains all the code needed to run Tortoise TTS in inference mode.
 
 Manuscript: https://arxiv.org/abs/2305.07243
-## Huggingface space
+## Hugging Face space
+
+A live demo is hosted on Hugging Face Spaces. If you'd like to avoid a queue, please duplicate the Space and add a GPU. Please note that CPU-only spaces do not work for this demo.
 
-Please duplicate space if you don't want to wait in a queue.
 https://huggingface.co/spaces/Manmay/tortoise-tts
-## Install via pip 
+
+## Install via pip
+```bash
+pip install tortoise-tts
 ```
-pip install tortoise-tts==3.0.0
+
+If you would like to install the latest development version, you can also install it directly from the git repository:
+
+```bash
+pip install git+https://github.com/neonbjb/tortoise-tts
 ```
 
 ## What's in a name?
@@ -29,11 +37,11 @@ well..... not so slow anymore now we can get a **0.25-0.3 RTF** on 4GB vram and
 
 See [this page](http://nonint.com/static/tortoise_v2_examples.html) for a large list of example outputs.
 
-Cool application of Tortoise+GPT-3 (not by me): https://twitter.com/lexman_ai
+A cool application of Tortoise + GPT-3 (not affiliated with this repository): https://twitter.com/lexman_ai. Unfortunately, this proejct seems no longer to be active.
 
 ## Usage guide
 
-### Local Installation
+### Local installation
 
 If you want to use this on your own computer, you must have an NVIDIA GPU.
 
@@ -102,7 +110,7 @@ time python tortoise/do_tts.py \
 
 ## Apple Silicon
 
-On MacOS 13+ with M1/M2 chips you need to install the nighly version of pytorch, as stated in the official page you can do:
+On macOS 13+ with M1/M2 chips you need to install the nighly version of PyTorch, as stated in the official page you can do:
 
 ```shell
 pip3 install --pre torch torchvision torchaudio --index-url https://download.pytorch.org/whl/nightly/cpu
@@ -212,4 +220,8 @@ credit a few of the amazing folks in the community that have helped make this ha
 
 Tortoise was built entirely by me using my own hardware. My employer was not involved in any facet of Tortoise's development.
 
+## License
+
+Tortoise TTS is licensed under the Apache 2.0 license.
+
 If you use this repo or the ideas therein for your research, please cite it! A bibtex entree can be found in the right pane on GitHub.