diff --git a/bob/bio/base/script/vanilla_biometrics.py b/bob/bio/base/script/vanilla_biometrics.py
index 0d5ea0c0a9677b5029031ac8515fcad245392ba1..c64b610769ac54561914652323ef6ffb0b78f675 100644
--- a/bob/bio/base/script/vanilla_biometrics.py
+++ b/bob/bio/base/script/vanilla_biometrics.py
@@ -12,6 +12,10 @@ import click
 
 from bob.extension.scripts.click_helper import verbosity_option, ResourceOption, ConfigCommand
 
+import logging
+logger = logging.getLogger(__name__)
+
+
 
 EPILOG = """\b
 
@@ -110,7 +114,6 @@ TODO: Work out this help
     default="results",
     help="Name of output directory",
 )
-@verbosity_option(cls=ResourceOption)
 def vanilla_biometrics(
     preprocessor,
     extractor,
@@ -165,7 +168,7 @@ def vanilla_biometrics(
 
 
     """
-
+    
     # Always turn-on the checkpointing
     checkpointing = True
 
@@ -224,3 +227,42 @@ def vanilla_biometrics(
                 print(reference.subject, probe.subject, probe.path, reference.data)
 
     dask_client.shutdown()
+
+
+
+@click.command()
+@click.argument("output-file")
+@verbosity_option(cls=ResourceOption)
+def vanilla_biometrics_template(output_file, **kwargs):
+    """
+    Generate an template configuration file for the vanilla biometrics pipeline
+    """
+
+    import bob.io.base
+
+    path = os.path.dirname(output_file)
+    logger.info(f"Writting template configuration file in {path}")
+    bob.io.base.create_directories_safe(path)
+
+    template = '''
+
+# Client dask. Look at https://gitlab.idiap.ch/bob/bob.pipelines/tree/master/bob/pipelines/config/distributed to find proper dask clients.
+# You don't need to necessary instantiate a dask client yourself. You can simply pipe those config files
+
+dask_client = my_client
+
+
+preprocessor = my_preprocessor
+
+
+extractor = my_extractor
+
+
+algorithm = my_algorithm
+
+
+database = my_database
+    
+'''
+
+    open(output_file, "w").write(template)
diff --git a/doc/experiments.rst b/doc/experiments.rst
index 863d96a7d0c447234ca459d431531f644108ff6e..e82f891bb9ea747d6a07cc0f894e2fb15c7f328f 100644
--- a/doc/experiments.rst
+++ b/doc/experiments.rst
@@ -5,18 +5,35 @@
 .. _bob.bio.base.experiments:
 
 
-==========================================
-Running Biometric Recognition Experiments
-==========================================
+======================================================================
+Running Biometric Recognition Experiments with the Vanilla Biometrics
+======================================================================
 
 Now, you are ready to run your first biometric recognition experiment.
 
 .. _running_part_1:
 
-Running Experiments (part I)
-----------------------------
-To run an experiment, we provide a generic script ``verify.py``.
-As a default, ``verify.py`` accepts one or more *configuration files* that include the parametrization of the experiment to run.
+Running Experiments.
+--------------------
+
+The previous section described the :ref:`bob.bio.base.struct_bio_rec_sys` using two sub-pipelines (three if you count the optional one) in a rough manner.
+This section will describe in detail such sub-pipelines and its relation with biometric experiments.
+
+These sub-pipelines were built using `Dask delayed <https://docs.dask.org/en/latest/delayed.html>`_ ; please follow the Dask documentation for more information about it.
+Another source of information is the `TAM tutorial given at Idiap <https://github.com/tiagofrepereira2012/tam->`_
+
+
+To run biometric experiments, we provide a generic CLI command called ``bob pipelines``.
+Such CLI commands are entry-points to any kind of pipeline implemented under `bob.pipelines`.
+This tutorial will focus on the pipeline called `vanilla-biometrics`.
+
+.. code-block:: sh
+
+   bob pipelines vanilla-biometrics --help
+
+
+
+As a default, the ``vanilla-biometrics`` pipeline accepts one or more *configuration files* that include the parametrization of the experiment to run.
 A configuration file contains one ore more *variables* that define parts of the experiment.
 When several configuration files are specified, the variables of the latter will overwrite the ones of the former.
 For simplicity, here we discuss only a single configuration file.
@@ -25,7 +42,7 @@ As a start, we have implemented a shortcut to generate an empty configuration fi
 
 .. code-block:: sh
 
-   $ verify.py --create-configuration-file experiment.py
+   $ bob pipelines vanilla-biometrics-template experiment.py
 
 .. note::
    The generated ``experiment.py`` is a regular python file, so you can include any regular python code inside this file.
@@ -36,6 +53,7 @@ But, no worries, most of them have proper default values.
 However, there are five variables, which are required and sufficient to define the complete biometric recognition experiment.
 These five variables are:
 
+* ``dask_client``: The Dask client pointing the execution backend
 * ``database``: The database to run the experiments on
 * ``preprocessor``: The data preprocessor
 * ``extractor``: The feature extractor
diff --git a/doc/img/bio_ident_sys.odg b/doc/img/bio_ident_sys.odg
index ee288033c4ce97aaeff13a18b27af86953aa3ec5..cd5048e09dfc3623acdd23efd51ec65a01ae69f5 100644
Binary files a/doc/img/bio_ident_sys.odg and b/doc/img/bio_ident_sys.odg differ
diff --git a/doc/img/bio_ident_sys.svg b/doc/img/bio_ident_sys.svg
index f527c1f80b0eb954a1f1e930862a9e7ed7610abf..736c208edb687f2368601ff0cff8d9638235ecf3 100644
--- a/doc/img/bio_ident_sys.svg
+++ b/doc/img/bio_ident_sys.svg
@@ -1,12 +1,12 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<svg version="1.2" width="210mm" height="297mm" viewBox="0 0 21000 29700" preserveAspectRatio="xMidYMid" fill-rule="evenodd" stroke-width="28.222" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" xmlns:ooo="http://xml.openoffice.org/svg/export" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:presentation="http://sun.com/xmlns/staroffice/presentation" xmlns:smil="http://www.w3.org/2001/SMIL20/" xmlns:anim="urn:oasis:names:tc:opendocument:xmlns:animation:1.0" xml:space="preserve">
+<svg version="1.2" width="210mm" height="148mm" viewBox="0 0 21000 14800" preserveAspectRatio="xMidYMid" fill-rule="evenodd" stroke-width="28.222" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" xmlns:ooo="http://xml.openoffice.org/svg/export" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:presentation="http://sun.com/xmlns/staroffice/presentation" xmlns:smil="http://www.w3.org/2001/SMIL20/" xmlns:anim="urn:oasis:names:tc:opendocument:xmlns:animation:1.0" xml:space="preserve">
  <defs class="ClipPathGroup">
   <clipPath id="presentation_clip_path" clipPathUnits="userSpaceOnUse">
-   <rect x="0" y="0" width="21000" height="29700"/>
+   <rect x="0" y="0" width="21000" height="14800"/>
   </clipPath>
   <clipPath id="presentation_clip_path_shrink" clipPathUnits="userSpaceOnUse">
-   <rect x="21" y="29" width="20958" height="29641"/>
+   <rect x="21" y="14" width="20958" height="14771"/>
   </clipPath>
  </defs>
  <defs>
diff --git a/doc/img/bio_rec_sys.odg b/doc/img/bio_rec_sys.odg
index c9bf08934ce1361b83a69bc702d5283bdbcae660..ab32dbd8eab6829347e2e3be3c64c1a2388be947 100644
Binary files a/doc/img/bio_rec_sys.odg and b/doc/img/bio_rec_sys.odg differ
diff --git a/doc/img/bio_rec_sys.svg b/doc/img/bio_rec_sys.svg
index b0bbb7e0208e82a16a04898f1ad9b7324efbe871..8d1f28aada98678c709983bcc7c458cc07c41352 100644
--- a/doc/img/bio_rec_sys.svg
+++ b/doc/img/bio_rec_sys.svg
@@ -1,12 +1,12 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<svg version="1.2" width="210mm" height="297mm" viewBox="0 0 21000 29700" preserveAspectRatio="xMidYMid" fill-rule="evenodd" stroke-width="28.222" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" xmlns:ooo="http://xml.openoffice.org/svg/export" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:presentation="http://sun.com/xmlns/staroffice/presentation" xmlns:smil="http://www.w3.org/2001/SMIL20/" xmlns:anim="urn:oasis:names:tc:opendocument:xmlns:animation:1.0" xml:space="preserve">
+<svg version="1.2" width="210mm" height="148mm" viewBox="0 0 21000 14800" preserveAspectRatio="xMidYMid" fill-rule="evenodd" stroke-width="28.222" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" xmlns:ooo="http://xml.openoffice.org/svg/export" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:presentation="http://sun.com/xmlns/staroffice/presentation" xmlns:smil="http://www.w3.org/2001/SMIL20/" xmlns:anim="urn:oasis:names:tc:opendocument:xmlns:animation:1.0" xml:space="preserve">
  <defs class="ClipPathGroup">
   <clipPath id="presentation_clip_path" clipPathUnits="userSpaceOnUse">
-   <rect x="0" y="0" width="21000" height="29700"/>
+   <rect x="0" y="0" width="21000" height="14800"/>
   </clipPath>
   <clipPath id="presentation_clip_path_shrink" clipPathUnits="userSpaceOnUse">
-   <rect x="21" y="29" width="20958" height="29641"/>
+   <rect x="21" y="14" width="20958" height="14771"/>
   </clipPath>
  </defs>
  <defs>
diff --git a/doc/img/bio_ver_sys.odg b/doc/img/bio_ver_sys.odg
index 40f4eef5642babb105c35185c1a3bab5a514a509..e1fb6377acd1c7354f843168913582af5fe9e7ea 100644
Binary files a/doc/img/bio_ver_sys.odg and b/doc/img/bio_ver_sys.odg differ
diff --git a/doc/img/bio_ver_sys.svg b/doc/img/bio_ver_sys.svg
index b9b025237af4bca3abd1274a161ecb65c5438ad9..1c79e831ec70a1163bc1d6ca6854a813f28d4e6b 100644
--- a/doc/img/bio_ver_sys.svg
+++ b/doc/img/bio_ver_sys.svg
@@ -1,12 +1,12 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
-<svg version="1.2" width="210mm" height="297mm" viewBox="0 0 21000 29700" preserveAspectRatio="xMidYMid" fill-rule="evenodd" stroke-width="28.222" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" xmlns:ooo="http://xml.openoffice.org/svg/export" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:presentation="http://sun.com/xmlns/staroffice/presentation" xmlns:smil="http://www.w3.org/2001/SMIL20/" xmlns:anim="urn:oasis:names:tc:opendocument:xmlns:animation:1.0" xml:space="preserve">
+<svg version="1.2" width="210mm" height="148mm" viewBox="0 0 21000 14800" preserveAspectRatio="xMidYMid" fill-rule="evenodd" stroke-width="28.222" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg" xmlns:ooo="http://xml.openoffice.org/svg/export" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:presentation="http://sun.com/xmlns/staroffice/presentation" xmlns:smil="http://www.w3.org/2001/SMIL20/" xmlns:anim="urn:oasis:names:tc:opendocument:xmlns:animation:1.0" xml:space="preserve">
  <defs class="ClipPathGroup">
   <clipPath id="presentation_clip_path" clipPathUnits="userSpaceOnUse">
-   <rect x="0" y="0" width="21000" height="29700"/>
+   <rect x="0" y="0" width="21000" height="14800"/>
   </clipPath>
   <clipPath id="presentation_clip_path_shrink" clipPathUnits="userSpaceOnUse">
-   <rect x="21" y="29" width="20958" height="29641"/>
+   <rect x="21" y="14" width="20958" height="14771"/>
   </clipPath>
  </defs>
  <defs>
diff --git a/doc/index.rst b/doc/index.rst
index 5cc6e7fd43b1363433ff7605e981226a6b5a1c69..21ac65cd9833679ba26d7f23fde20ad9e0f980b0 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -22,6 +22,19 @@ The ``bob.bio`` packages contain several implementations of each of the above st
 .. note::
    The ``bob.bio`` packages are derived from the former `FaceRecLib <http://pypi.python.org/pypi/facereclib>`__, which is herewith outdated.
 
+
+bob.bio.base in one shot
+========================
+
+
+If you are too lazy to go through the documentation, and just want to see what this is about, just run the command below:
+
+.. code-block:: sh
+
+  bob pipelines vanilla-biometrics --help 
+
+
+
 Structure of the Biometric Recognition Framework
 ================================================
 
diff --git a/doc/struct_bio_rec_sys.rst b/doc/struct_bio_rec_sys.rst
index 00d413217093e7bd89b7fc204d9c3ac23d0c2b85..e4574967a2af9731a72152c3ef4f810d21e3f761 100644
--- a/doc/struct_bio_rec_sys.rst
+++ b/doc/struct_bio_rec_sys.rst
@@ -196,3 +196,4 @@ The protocol also defines, which models should be compared to which probes.
 
 
 .. include:: links.rst
+
diff --git a/setup.py b/setup.py
index 75b615ebc2f8a45291f013bdda637b8744a32310..ce5f07a172398d964ad40f0e8ff6afe64d9f3d71 100644
--- a/setup.py
+++ b/setup.py
@@ -142,6 +142,7 @@ setup(
        # run pipelines
       'bob.pipelines.cli':[
         'vanilla-biometrics = bob.bio.base.script.vanilla_biometrics:vanilla_biometrics',
+        'vanilla-biometrics-template = bob.bio.base.script.vanilla_biometrics:vanilla_biometrics_template'
      ],