diff --git a/README.md b/README.md
index 94634eb0763..a6ef72d5a5d 100644
--- a/README.md
+++ b/README.md
@@ -28,7 +28,7 @@ can be displayed in browser windows or Jupyter.*
 
 ## Using Mesa
 
-To install our latest stable release (3.0.x), run:
+To install our latest stable release, run:
 
 ``` bash
 pip install -U mesa
diff --git a/binder/environment.yml b/binder/environment.yml
index 00f316343ff..f701a131ec9 100644
--- a/binder/environment.yml
+++ b/binder/environment.yml
@@ -11,4 +11,4 @@ dependencies:
     - matplotlib
     - seaborn
     - solara
-    - mesa[rec]==3.0.0b1
+    - mesa[rec]
diff --git a/docs/getting_started.md b/docs/getting_started.md
index 3345521df4d..08a46fc00d5 100644
--- a/docs/getting_started.md
+++ b/docs/getting_started.md
@@ -177,8 +177,6 @@ The results are returned as a list of dictionaries, which can be easily converte
 ### Visualization
 Mesa now uses a new browser-based visualization system called SolaraViz. This allows for interactive, customizable visualizations of your models.
 
-> **Note:** SolaraViz is experimental and still in active development for Mesa 3.0. While we attempt to minimize them, there might be API breaking changes between Mesa 3.0 and 3.1. There won't be breaking changes between Mesa 3.0.x patch releases.
-
 > **Note:** SolaraViz instantiates new models using `**model_parameters.value`, so all model inputs must be keyword arguments.
 
 Ensure your model's `__init__` method accepts keyword arguments matching the `model_params` keys.
diff --git a/docs/index.md b/docs/index.md
index b4ee4bb3316..ce9c2b5c226 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -33,7 +33,7 @@ Mesa allows users to quickly create agent-based models using built-in core compo
 
 ## Using Mesa
 ### Installation Options
-To install our latest stable release (3.1.x), run:
+To install our latest stable release, run:
 
 ```bash
 pip install -U mesa
diff --git a/docs/tutorials/intro_tutorial.ipynb b/docs/tutorials/intro_tutorial.ipynb
index a99bd24acfd..b85de9c781c 100644
--- a/docs/tutorials/intro_tutorial.ipynb
+++ b/docs/tutorials/intro_tutorial.ipynb
@@ -15,7 +15,7 @@
    "source": [
     "**Important:** \n",
     "- If you are just exploring Mesa and want the fastest way to execute the code we recommend executing this tutorial online in a Colab notebook. [![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/projectmesa/mesa/blob/main/docs/tutorials/intro_tutorial.ipynb) or if you do not have a Google account you can use [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/projectmesa/mesa/main?labpath=docs%2Ftutorials%2Fintro_tutorial.ipynb) (This can take 30 seconds to 5 minutes to load)\n",
-    "- If you have installed mesa and are running locally, please ensure that your Mesa version is greater than or equal to 3.0.0b1.\n",
+    "- If you are running locally, please ensure you have the latest Mesa version installed.\n",
     "\n",
     "## Tutorial Description\n",
     "\n",
diff --git a/docs/tutorials/visualization_tutorial.ipynb b/docs/tutorials/visualization_tutorial.ipynb
index 5b18103e3ae..b5100e8fa32 100644
--- a/docs/tutorials/visualization_tutorial.ipynb
+++ b/docs/tutorials/visualization_tutorial.ipynb
@@ -11,9 +11,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "*This version of the visualisation tutorial is updated for Mesa 3.0, and works with Mesa `3.0.0` and above.*\n",
-    "\n",
-    "> **Note:** SolaraViz is experimental and still in active development for Mesa 3.0. While we attempt to minimize them, there might be API breaking changes between Mesa 3.0 and 3.1. There won't be breaking changes between Mesa 3.0.x patch releases.\n",
+    "*This version of the visualisation tutorial is updated for Mesa 3.1, and works with Mesa `3.1.0` and above.*\n",
     "\n",
     "**Important:** \n",
     "- If you are just exploring Mesa and want the fastest way to the the dashboard and code checkout [![py.cafe](https://img.shields.io/badge/launch-py.cafe-blue)](https://py.cafe/app/tpike3/boltzmann-wealth-model) (click \"Editor\" to see the code)\n",
diff --git a/mesa/visualization/__init__.py b/mesa/visualization/__init__.py
index 5e6a95e676b..2e2cc11dea3 100644
--- a/mesa/visualization/__init__.py
+++ b/mesa/visualization/__init__.py
@@ -1,10 +1,4 @@
-"""Solara based visualization for Mesa models.
-
-.. note::
-    SolaraViz is experimental and still in active development for Mesa 3.0. While we attempt to minimize them, there might be API breaking changes between Mesa 3.0 and 3.1.
-
-    There won't be breaking changes between Mesa 3.0.x patch releases.
-"""
+"""Solara based visualization for Mesa models."""
 
 from mesa.visualization.mpl_space_drawing import (
     draw_space,