diff --git a/README.md b/README.md
index 1b9d6080..36ccb389 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,9 @@
# Jim - A JAX-based gravitational-wave inference toolkit
+
+
+
+
Jim comprises a set of tools for estimating parameters of gravitational-wave sources thorugh Bayesian inference.
At its core, Jim relies on the JAX-based sampler [flowMC](https://github.com/kazewong/flowMC),
which leverages normalizing flows to enhance the convergence of a gradient-based MCMC sampler.
@@ -24,7 +28,7 @@ pip install git+https://github.com/kazewong/jim
If you would like to take advantage of CUDA, you will additionally need to install a specific version of JAX by doing
```
-pip install --upgrade "jax[cuda]"==0.4.1 -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html
+pip install --upgrade "jax[cuda12_pip]" -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html
```
_NOTE:_ Jim is only currently compatible with Python 3.10.
diff --git a/docs/gotchas.md b/docs/gotchas.md
index e69de29b..a2f1faa2 100644
--- a/docs/gotchas.md
+++ b/docs/gotchas.md
@@ -0,0 +1,3 @@
+## Quality assessment
+## Tuning guide
+## Jax
\ No newline at end of file
diff --git a/docs/index.md b/docs/index.md
index 000ea345..a2ac8797 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -1,17 +1 @@
-# Welcome to MkDocs
-
-For full documentation visit [mkdocs.org](https://www.mkdocs.org).
-
-## Commands
-
-* `mkdocs new [dir-name]` - Create a new project.
-* `mkdocs serve` - Start the live-reloading docs server.
-* `mkdocs build` - Build the documentation site.
-* `mkdocs -h` - Print help message and exit.
-
-## Project layout
-
- mkdocs.yml # The configuration file.
- docs/
- index.md # The documentation homepage.
- ... # Other markdown pages, images and other files.
+# Jim - A JAX-based gravitational-wave inference toolkit
\ No newline at end of file
diff --git a/docs/jax.md b/docs/jax.md
deleted file mode 100644
index e69de29b..00000000
diff --git a/mkdocs.yml b/mkdocs.yml
index b44dd4b7..6ece4db8 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -74,7 +74,6 @@ plugins:
nav:
- Home: index.md
- Gotchas: gotchas.md
- - Jax: jax.md
- Tutorial: tutorials/
- Examples: examples/
- API: reference/
diff --git a/readthedocs.yml b/readthedocs.yml
index 7ec731f8..e4c2d803 100644
--- a/readthedocs.yml
+++ b/readthedocs.yml
@@ -1,27 +1,13 @@
-# Read the Docs configuration file for MkDocs projects
-# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details
-
-# Required
version: 2
-# Set the version of Python and other tools you might need
+python:
+ install:
+ - requirements: docs/requirements.txt
+
build:
os: ubuntu-22.04
tools:
- python:
- version:
- - "3.9"
- - "3.10"
- - "3.11"
+ python: "3.11"
mkdocs:
- configuration: mkdocs.yml
-
-# Optionally declare the Python requirements required to build your docs
-python:
- version:
- - "3.9"
- - "3.10"
- - "3.11"
- install:
- - requirements: docs/requirements.txt
\ No newline at end of file
+ configuration: mkdocs.yml
\ No newline at end of file