diff --git a/README.rst b/README.rst
index cd980ec7a18b983136e7c70da80da8c85ddb1ac7..ab9cc3c08797347a5bb7485cd28168a15a1caf14 100644
--- a/README.rst
+++ b/README.rst
@@ -1,11 +1,11 @@
 .. vim: set fileencoding=utf-8 :
 
-.. image:: https://img.shields.io/badge/docs-v4.2.0-orange.svg
-   :target: https://www.idiap.ch/software/bob/docs/bob/bob.devtools/v4.2.0/index.html
-.. image:: https://gitlab.idiap.ch/bob/bob.devtools/badges/v4.2.0/pipeline.svg
-   :target: https://gitlab.idiap.ch/bob/bob.devtools/commits/v4.2.0
-.. image:: https://gitlab.idiap.ch/bob/bob.devtools/badges/v4.2.0/coverage.svg
-   :target: https://gitlab.idiap.ch/bob/bob.devtools/commits/v4.2.0
+.. image:: https://img.shields.io/badge/docs-latest-orange.svg
+   :target: https://www.idiap.ch/software/bob/docs/bob/bob.devtools/master/index.html
+.. image:: https://gitlab.idiap.ch/bob/bob.devtools/badges/master/pipeline.svg
+   :target: https://gitlab.idiap.ch/bob/bob.devtools/commits/master
+.. image:: https://gitlab.idiap.ch/bob/bob.devtools/badges/master/coverage.svg
+   :target: https://gitlab.idiap.ch/bob/bob.devtools/commits/master
 .. image:: https://img.shields.io/badge/gitlab-project-0000c0.svg
    :target: https://gitlab.idiap.ch/bob/bob.devtools
 
diff --git a/doc/development.rst b/doc/development.rst
index d5dc95bd306822a32fa31670ae14317f52784abb..81ba37c15cdcb8df79e6fee0164612fbaf05d08f 100644
--- a/doc/development.rst
+++ b/doc/development.rst
@@ -4,23 +4,23 @@
  Local development of packages
 ===============================
 
-Very often, developers are confronted with the need to
-clone package repositories locally and develop installation/build and runtime code.
-It is recommended to create isolated environments using conda_ to develop new projects.
-Tools implemented in ``bob.devtools`` helps automate this process for |project| packages.
-In the following we talk about how to checkout and build one or several packages
-from their git_ source and build proper isolated environments to develop them.
-Then we will describe how to create a new bob package from scratch and develop
-existing bob packages along side it.
-
-TLDR
-====
-
-Suppose you want to checkout the package ``bob.blitz`` from source and start developing it locally.
-We will use the tools implemented in ``bob.devtools`` to create a proper
-developing environment to build and develop ``bob.blitz``.
-We assume you have ``bob.devtools`` installed on a conda environment named
-``bdt`` (Refer to :ref:`bob.devtools.install` for detailed information.)
+Very often, developers are confronted with the need to clone package
+repositories locally and develop installation/build and runtime code. It is
+recommended to create isolated environments using conda_ to develop new
+projects. Tools implemented in ``bob.devtools`` help automate this process for
+|project| packages. In the following we talk about how to checkout and build
+one or several packages from their git_ source and build proper isolated
+environments to develop them. Then we will describe how to create a new bob
+package from scratch and develop existing bob packages along side it.
+
+TL;DR
+=====
+
+Suppose you want to checkout the package ``bob.blitz`` from source and start
+developing it locally. We will use the tools implemented in ``bob.devtools`` to
+create a proper developing environment to build and develop ``bob.blitz``. We
+assume you have ``bob.devtools`` installed on a conda environment named ``bdt``
+(Refer to :ref:`bob.devtools.install` for detailed information.)
 
 * Checkout the source of the package from git:
 
@@ -69,7 +69,7 @@ for example:
 
 .. code-block:: sh
 
-   $ nosetests -sv
+   $ pytest -sv ...
 
 * Some packages may come with a pre-commit_ config file (``.pre-commit-config.yaml``).
   Make sure to install pre-commit if the config file exists:
@@ -81,19 +81,23 @@ for example:
    $ pip install pre-commit
    $ pre-commit install
 
+
 .. bob.devtools.local_development:
 
 Local development of existing packages
 ======================================
-To develop existing |project| packages you need to checkout their source code and install them in your environment.
+
+To develop existing |project| packages you need to checkout their source code
+and install them in your environment.
 
 
 Checking out package sources
 ----------------------------
+
 |project| packages are developed through gitlab_. Various packages exist in
-|project|'s gitlab_ instance. In the following we assume you want to install and
-build locally the ``bob.blitz`` package. In order to checkout a package, just
-use git_:
+|project|'s gitlab_ instance. In the following we assume you want to install
+and build locally the ``bob.blitz`` package. In order to checkout a package,
+just use git_:
 
 
 .. code-block:: sh
@@ -104,8 +108,13 @@ use git_:
 Create an isolated conda environment
 ------------------------------------
 
-Now that we have the package checked out we need an isolated environment with proper configuration to develop the package. ``bob.devtools`` provides a tool that automatically creates such environment.
-Before proceeding, you need to make sure that you already have a conda_ environment with ``bob.devtools`` installed in it (Refer to :ref:`bob.devtools.install` for more information). let's assume that you have a conda environment named ``bdt`` with installed ``bob.devtools``.
+Now that we have the package checked out we need an isolated environment with
+proper configuration to develop the package. ``bob.devtools`` provides a tool
+that automatically creates such environment. Before proceeding, you need to
+make sure that you already have a conda_ environment with ``bob.devtools``
+installed in it (Refer to :ref:`bob.devtools.install` for more information).
+let's assume that you have a conda environment named ``bdt`` with installed
+``bob.devtools``.
 
 .. code-block:: sh
 
@@ -114,22 +123,27 @@ Before proceeding, you need to make sure that you already have a conda_ environm
    $ conda activate dev
 
 
-Now you have an isolated conda environment named `dev` with proper channels set.
-For more information about conda channels refer to `conda channel
+Now you have an isolated conda environment named `dev` with proper channels
+set. For more information about conda channels refer to `conda channel
 documentation`_.
 
-The `bdt dev create` command assumes a directory named `conda`, exists on the
-current directory. The `conda` directory contains a file named `meta.yaml`, that
-is the recipe required to create a development environment for the package you
-want to develop.
+The ``bdt dev create`` command assumes a directory named ``conda``, exists on
+the current directory. The ``conda`` directory contains a file named
+``meta.yaml``, that is the recipe required to create a development environment
+for the package you want to develop.
 
 .. note::
 
-    When developing and testing new features, one often wishes to work against the very latest, *bleeding edge*, available set of changes on dependent packages.
+    When developing and testing new features, one often wishes to work against
+    the very latest, *bleeding edge*, available set of changes on dependent
+    packages.
 
-    `bdt dev create` command adds `Bob beta channels`_ to highest priority which creates an environment with the latest dependencies instead of the latest *stable* versions of each package.
+    ``bdt dev create`` command adds `Bob beta channels`_ to highest priority
+    which creates an environment with the latest dependencies instead of the
+    latest *stable* versions of each package.
 
-    If you want to create your environment using *stable* channels, you can use this command instead:
+    If you want to create your environment using *stable* channels, you can use
+    this command instead:
 
       .. code-block:: sh
 
@@ -142,7 +156,6 @@ want to develop.
         $ conda config --get channels
 
 
-
 .. note::
 
     We recommend creating a new conda_ environment for every project or task
@@ -165,14 +178,14 @@ To run the test suite:
 
 .. code-block:: sh
 
-   $ nosetests -sv
+   $ pytest -sv ...
 
 or build the documentation:
 
 .. code-block:: sh
 
     $ sphinx-build -aEn doc sphinx  # make sure it finishes without warnings.
-    $ firefox sphinx/index.html  # view the docs.
+    $ xdg-open sphinx/index.html  # view the docs.
 
 
 You can see what is installed in your environment:
@@ -189,7 +202,9 @@ And you can install new packages using conda:
 
 .. note::
 
-    If you want to debug a package regarding an issues showing on the ci you can use `bob.devtools`. Make sure the conda environment containing `bob.devtools` is activated.
+    If you want to debug a package regarding an issues showing on the ci you
+    can use ``bob.devtools``. Make sure the conda environment containing
+    ``bob.devtools`` is activated (typically, ``base``).
 
     .. code-block:: sh
 
@@ -203,14 +218,16 @@ be able to create distributable environments for each project you have. This is
 a great way to release code for laboratory exercises or for a particular
 publication that depends on |project|.
 
+
 Developing multiple existing packages simultaneously
 ----------------------------------------------------
+
 It so happens that you want to develop several packages against each other for
 your project. Let's assume you want to develop ``bob.blitz`` and
 ``bob.extension`` simultaneously. ``bob.blitz`` is dependent on
-``bob.extension``. First we checkout package ``bob.blitz`` and build an isolated
-conda environment as explained in the previous section. Then checkout and
-install ``bob.extension`` as following:
+``bob.extension``. First we checkout package ``bob.blitz`` and build an
+isolated conda environment as explained in the previous section. Then checkout
+and install ``bob.extension`` as following:
 
 
 .. code-block:: sh
@@ -262,14 +279,14 @@ You need to checkout and install these packages:
     $ bdt dev install src/bob.extension src/bob.blitz  # the order of installing dependencies matters!
 
 When you build your new package, it is customary to checkout the dependent
-packages (in this example ``bob.extension`` and ``bob.blitz``) in the `src`
+packages (in this example ``bob.extension`` and ``bob.blitz``) in the ``src``
 folder in the root of your project.
 
-As usual, first create an isolated conda environment using `bdt dev create` command.
-Some of bob packages need dependencies that might not be installed on your
-environment. You can find these dependencies by checking `conda/meta.yaml` of
-each package. Install the required packages and then run `bdt dev install`. For
-our example you need to do the following:
+As usual, first create an isolated conda environment using ``bdt dev create``
+command. Some of bob packages need dependencies that might not be installed on
+your environment. You can find these dependencies by checking
+``conda/meta.yaml`` of each package. Install the required packages and then run
+``bdt dev install``. For our example you need to do the following:
 
 .. code-block:: sh
 
diff --git a/doc/install.rst b/doc/install.rst
index 61b3252e50e0150fd45f7345797a7c840643b2c8..92c4ad864c022fb26ab45d7ba55d714e928b3490 100644
--- a/doc/install.rst
+++ b/doc/install.rst
@@ -12,22 +12,32 @@ channels:
 
 .. code-block:: sh
 
-   $ conda create -n bdt -c https://www.idiap.ch/software/bob/conda bob.devtools
+   $ conda install -n base -c https://www.idiap.ch/software/bob/conda bob.devtools
    # or, for beta releases:
-   $ conda create -n bdt -c https://www.idiap.ch/software/bob/conda/label/beta -c https://www.idiap.ch/software/bob/conda bob.devtools
+   $ conda install -n base -c https://www.idiap.ch/software/bob/conda/label/beta -c https://www.idiap.ch/software/bob/conda bob.devtools
 
-If you use one of our supported Python versions on your base environment, you
-may also install ``bdt`` on it (recommended):
+.. warning::
 
-.. code-block:: sh
+   Some commands from this package will use the ``conda`` CLI to install
+   packages on new environments.
 
-   $ conda install -n base -c https://www.idiap.ch/software/bob/conda bob.devtools
-   # or, for beta releases:
-   $ conda install -n base -c https://www.idiap.ch/software/bob/conda/label/beta -c https://www.idiap.ch/software/bob/conda bob.devtools
+   If you install bob.devtools on another environment which is not ``base``, a
+   new conda package-cache will be created on that environment, possibly
+   duplicating the size of your conda installation.  For this reason, we
+   recommend you install this package on the ``base`` environment.
 
-We provide packages for both 64-bit Linux and MacOS, for Python 3.6+.  Once
+We provide packages for both 64-bit Linux and MacOS, for Python 3.8+.  Once
 installed, you can use these tools within the created environment like this:
 
+.. code-block:: sh
+
+   $ conda activate base
+   (base) $ bdt --help
+
+
+You may also hook ``bdt`` on your global ``PATH`` variable, and avoid having to
+activate ``base`` to use the command like this:
+
 .. code-block:: sh
 
    $ ln -s $(which bdt) ~/.local/bin
@@ -89,11 +99,10 @@ pip-installable packages, create a section named ``create`` in the file
 
    [create]
    pip_extras = ipdb
-                bob.buildout
-                mr.developer
+                pre-commit
 
-Then, by default, ``bdt dev create`` will automatically pip install ``ipdb`` and
-``mr.developer`` at environment creation time.  You may reset this list to your
-liking.
+Then, by default, ``bdt dev create`` will automatically pip install ``ipdb``
+and ``pre-commit`` at environment creation time.  You may reset this list to
+your liking.
 
 .. include:: links.rst
diff --git a/doc/links.rst b/doc/links.rst
index bae86977de00ba29e04264ed432569e02bcc034c..6a5cb7f2bc52bdd01494a5b879af9fe73befaade 100644
--- a/doc/links.rst
+++ b/doc/links.rst
@@ -12,7 +12,7 @@
 .. _Bob beta channels: https://www.idiap.ch/software/bob/conda/label/beta
 .. _git: http://git-scm.com/
 .. _gitlab: https://gitlab.idiap.ch/bob/
-.. _nose: https://nose.readthedocs.org/en/latest/
+.. _pytest: https://docs.pytest.org/
 .. _python: http://www.python.org
 .. _pypi: http://pypi.python.org
 .. _setuptools: https://setuptools.readthedocs.io
diff --git a/doc/release.rst b/doc/release.rst
index 4767d84571fb31cda0f296b5e83ce26882383ad3..85dbaab2f2e144c4e5e7c87f6aee08b354e580d0 100644
--- a/doc/release.rst
+++ b/doc/release.rst
@@ -86,8 +86,8 @@ Here are the instructions to release Bob meta package:
 
      - bob.ip.binseg ==1.1.0  # [linux]
 
-* Test the conda recipe of bob. You may want to cancel the
-  command below once it reaches the nosetests.:
+* Test the conda recipe of bob. You may want to cancel the command below once
+  it reaches the unit tests:
 
   .. code-block:: sh
 
diff --git a/doc/templates.rst b/doc/templates.rst
index 3990303df03badd47822e8c9d6cd0153d7886341..d0c2100995e9fe31c6573c4e8c1a626b2b5cc4c2 100644
--- a/doc/templates.rst
+++ b/doc/templates.rst
@@ -25,26 +25,23 @@ These instructions describes some steps that needs to be noted after creating ne
 Unit tests
 ==========
 
-Writing unit tests is an important asset on code that needs to run in different platforms and a great way to make sure all is OK.
-Test units are run with nose_.
-To run the test units on your package call:
+Writing unit tests is an important asset on code that needs to run in different
+platforms and a great way to make sure all is OK. Test units are run with
+pytest_. To run the test units on your package call:
 
 .. code-block:: sh
 
-  $ nosetests -v
-  bob.example.library.test.test_reverse ... ok
+   $ pytest -sv ...
+   bob.example.library.test.test_reverse ... ok
 
-  ----------------------------------------------------------------------
-  Ran 1 test in 0.253s
 
-  OK
-
-This example shows the results of the tests in the ``bob.example.project`` package. Ideally, you should
-write test units for each function of your package ...
+This example shows the results of the tests in the ``bob.example.project``
+package. Ideally, you should write test units for each function of your
+package.
 
 .. note::
 
-   You should put additional packages needed for testing (e.g. ``nosetests``)
+   You should put additional packages needed for testing (e.g. ``pytest``)
    in the ``test-requirements.txt`` file.