Fix the Atari redirect documentation

README.md

@@ -19,7 +19,7 @@ Gymnasium includes the following families of environments along with a wide vari
 * [Box2D](https://gymnasium.farama.org/environments/box2d/) - These environments all involve toy games based around physics control, using box2d based physics and PyGame-based rendering
 * [Toy Text](https://gymnasium.farama.org/environments/toy_text/) - These environments are designed to be extremely simple, with small discrete state and action spaces, and hence easy to learn. As a result, they are suitable for debugging implementations of reinforcement learning algorithms.
 * [MuJoCo](https://gymnasium.farama.org/environments/mujoco/) - A physics engine based environments with multi-joint control which are more complex than the Box2D environments.
-* [Atari](https://gymnasium.farama.org/environments/atari/) - A set of 57 Atari 2600 environments simulated through Stella and the Arcade Learning Environment that have a high range of complexity for agents to learn.
+* [Atari](https://ale.farama.org/) - Emulator of Atari 2600 ROMs simulated that have a high range of complexity for agents to learn.
 * [Third-party](https://gymnasium.farama.org/environments/third_party_environments/) - A number of environments have been created that are compatible with the Gymnasium API. Be aware of the version that the software was created for and use the `apply_env_compatibility` in `gymnasium.make` if necessary.
 
 ## Installation
@@ -28,7 +28,7 @@ To install the base Gymnasium library, use `pip install gymnasium`
 
 This does not include dependencies for all families of environments (there's a massive number, and some can be problematic to install on certain systems). You can install these dependencies for one family like `pip install "gymnasium[atari]"` or use `pip install "gymnasium[all]"` to install all dependencies.
 
-We support and test for Python 3.8, 3.9, 3.10, 3.11 on Linux and macOS. We will accept PRs related to Windows, but do not officially support it.
+We support and test for Python 3.8, 3.9, 3.10, 3.11 and 3.12 on Linux and macOS. We will accept PRs related to Windows, but do not officially support it.
 
 ## API
 

docs/README.md

@@ -2,24 +2,14 @@
 
 This folder contains the documentation for [Gymnasium](https://github.com/Farama-Foundation/Gymnasium).
 
-If you are modifying an atari environment page, please follow the instructions below. For more information about how to contribute to the documentation go to our [CONTRIBUTING.md](https://github.com/Farama-Foundation/Celshast/blob/main/CONTRIBUTING.md)
-
 ## Instructions for modifying environment pages
 
 ### Editing an environment page
 
-If you are editing an Atari environment, directly edit the Markdown file in this repository.
-
-Otherwise, fork Gymnasium and edit the docstring in the environment's Python file. Then, pip install your Gymnasium fork and run `docs/_scripts/gen_mds.py` in this repo. This will automatically generate a Markdown documentation file for the environment.
+Fork Gymnasium and edit the docstring in the environment's Python file. Then, pip install your Gymnasium fork and run `docs/_scripts/gen_mds.py` in this repo. This will automatically generate a Markdown documentation file for the environment.
 
 ### Adding a new environment
 
-#### Atari env
-
-For Atari envs, add a Markdown file into `docs/environments/atari` then complete the [other steps](#other-steps).
-
-#### Non-Atari env
-
 Ensure the environment is in Gymnasium (or your fork). Ensure that the environment's Python file has a properly formatted markdown docstring. Install using `pip install -e .` and then run `docs/_scripts/gen_mds.py`. This will automatically generate a md page for the environment. Then complete the [other steps](#other-steps).
 
 #### Other steps