diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index d33fe2b..68d47cf 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -13,7 +13,7 @@ jobs:
     strategy:
       matrix:
         os: [macOS-latest, ubuntu-latest]
-        python-version: ['3.7', '3.8', '3.9', '3.10']
+        python-version: ['3.7', '3.8', '3.9', '3.10', "3.11-dev"]
     runs-on: ${{matrix.os}}
 
     steps:
diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index 307c084..9d45ff4 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -15,7 +15,7 @@ jobs:
     - uses: actions/checkout@v3
     - uses: actions/setup-python@v4
       with:
-        python-version: 3.9
+        python-version: '3.10'
         cache: pip
         cache-dependency-path: '**/*requirements.txt'
     - name: Install dependencies
diff --git a/README.md b/README.md
index 592c482..317f498 100644
--- a/README.md
+++ b/README.md
@@ -1,10 +1,11 @@
 # lume 🔥  
+
 [![version](https://img.shields.io/github/release/alice-biometrics/lume/all.svg)](https://github.com/alice-biometrics/lume/releases) 
 [![ci](https://github.com/alice-biometrics/lume/workflows/ci/badge.svg)](https://github.com/alice-biometrics/lume/actions)
 [![pypi](https://img.shields.io/pypi/dm/lume)](https://pypi.org/project/lume/) 
 [![codecov](https://codecov.io/gh/alice-biometrics/lume/branch/main/graph/badge.svg?token=AS78XD634W)](https://codecov.io/gh/alice-biometrics/lume)
-[![versions](https://img.shields.io/pypi/pyversions/lume.svg)](https://github.com/alice-biometrics/lume)
 [![license](https://img.shields.io/github/license/alice-biometrics/lume.svg)](https://github.com/alice-biometrics/lume/blob/main/LICENSE)
+[![versions](https://img.shields.io/pypi/pyversions/lume.svg)](https://github.com/alice-biometrics/lume)
 
 <img src="https://github.com/alice-biometrics/custom-emojis/blob/master/images/alice_header.png?raw=true" width=auto>
 
@@ -36,8 +37,10 @@ For more information, check our [documentation](https://alice-biometrics.github.
 ## Acknowledgements 🙌
 
 `bowie` inspired us! 👨‍🎤 👏👏👏👏👏
-We started with this idea of creating a tool to standardize all the commands of the different projects in the [Gradiant](https://github.com/Gradiant) research center, through the development of the wonderful `bowie` package.
-We know that the project is still active in several projects, so long live bowie and thanks to the Gradiant team for the initial impulse.
+
+We started with the idea of creating a tool to standardize all the commands of the different projects years ago, when most of the `lume` maintenance team was working in the Galician research center, [Gradiant](https://github.com/Gradiant). 
+There, we developed the wonderful `bowie` package.
+We know that this package is still active in several internal projects of the research center, so long live `bowie` and thanks to the Gradiant team for the initial impulse.
 
 ## Contact 📬
 
diff --git a/docs/acknowledgements.md b/docs/acknowledgements.md
index f1838e0..923af2a 100644
--- a/docs/acknowledgements.md
+++ b/docs/acknowledgements.md
@@ -2,5 +2,6 @@
 
 ![Bowie](images/bowie_computer.jpeg)
 
-We started with this idea of creating a tool to standardize all the commands of the different projects in the [Gradiant](https://github.com/Gradiant) research center, through the development of the wonderful `bowie` package.
-We know that the project is still active in several projects, so long live bowie and thanks to the Gradiant team for the initial impulse.
\ No newline at end of file
+We started with the idea of creating a tool to standardize all the commands of the different projects years ago, when most of the `lume` maintenance team was working in the Galician research center, [Gradiant](https://github.com/Gradiant). 
+There, we developed the wonderful `bowie` package.
+We know that this package is still active in several internal projects of the research center, so long live `bowie` and thanks to the Gradiant team for the initial impulse.
diff --git a/docs/index.md b/docs/index.md
index de3b5ee..1bb7961 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -4,8 +4,8 @@
 [![ci](https://github.com/alice-biometrics/lume/workflows/ci/badge.svg)](https://github.com/alice-biometrics/lume/actions)
 [![pypi](https://img.shields.io/pypi/dm/lume)](https://pypi.org/project/lume/) 
 [![codecov](https://codecov.io/gh/alice-biometrics/lume/branch/main/graph/badge.svg?token=AS78XD634W)](https://codecov.io/gh/alice-biometrics/lume)
-[![versions](https://img.shields.io/pypi/pyversions/lume.svg)](https://github.com/alice-biometrics/lume)
 [![license](https://img.shields.io/github/license/alice-biometrics/lume.svg)](https://github.com/alice-biometrics/lume/blob/main/LICENSE)
+[![versions](https://img.shields.io/pypi/pyversions/lume.svg)](https://github.com/alice-biometrics/lume)
 
 <img src="https://github.com/alice-biometrics/custom-emojis/blob/master/images/alice_header.png?raw=true" width=auto>
 
diff --git a/setup.py b/setup.py
index 976841f..6bd6284 100644
--- a/setup.py
+++ b/setup.py
@@ -36,7 +36,7 @@
         "Programming Language :: Python :: 3.8",
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
-        # "Programming Language :: Python :: 3.11",
+        "Programming Language :: Python :: 3.11",
     ],
     packages=setuptools.find_packages(),
     include_package_data=True,