diff --git a/docs/releases/0.12.1.rst b/docs/releases/0.12.1.rst
index ac1a2194cf..75379ea8d7 100644
--- a/docs/releases/0.12.1.rst
+++ b/docs/releases/0.12.1.rst
@@ -10,8 +10,8 @@ Overview
 ========
 
 While bug fixes and minor feature were the focus for this release, some
-bigger changes were included becuase of their importance.  The parsing of
-document saw a complety rewrite being now class based and allows for more
+bigger changes were included because of their importance.  The parsing of
+documents saw a complete rewrite being now class based and allows for more
 than one parser per mimetype with sequencial fallback.  This provides the
 best text extraction on deployments where users have control over the 
 installation and basic extraction when deploying on the cloud or other
@@ -22,12 +22,23 @@ binaries.
 What's new in Mayan EDMS v0.12.1
 ================================
 
+Fabric file (fabfile)
+~~~~~~~~~~~~~~~~~~~~~
+A Fabric file is included to help users not very familiar with Ubuntu, 
+Python and Django install **Mayan EDMS**, or for system administrators
+looking to automate the install whether in local or remote systems.
+At the moment the fabfile will install **Mayan EDMS** in the same configurations
+listed in this documentation, that is:  (Ubuntu/Debian/Fedora) + virtualenv + Apache + MySQL.
+Feel free to submit your configuration settings and files for different databases,
+webserver or Linux distribution.  More configurations will be added to
+the fabfile as more are tested.
+
 Documentation update
 ~~~~~~~~~~~~~~~~~~~~
 The installation instructions were updated to include the installation of
 the libpng-dev and libjpeg-dev libraries as well as the installation of 
 the poppler-utils package.  An additional step to help users test their
-new installation of *Mayan EDMS* was also added.
+new installation of **Mayan EDMS** was also added.
   
 Translations
 ~~~~~~~~~~~~
@@ -42,7 +53,7 @@ document views.
   
 Better office document conversion
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-A new method of converting office document has been implemented, this
+A new method of converting office documents has been implemented, this
 new method doesn't require the use of the command line utility ``UNOCONV``.
 If this new method proves to work better than previous solutions the use
 of ``UNOCONV`` may be deprecated in the future.  The conversion method
@@ -51,34 +62,44 @@ which defaults to '/usr/bin/libreoffice'.
 
 Better PDF text parsing
 ~~~~~~~~~~~~~~~~~~~~~~~
-Brian E submitted a patch to use the Poppler package pdftotext utility to
+Brian E. submitted a patch to use the Poppler package pdftotext utility to
 extract text from PDF files.  This is now the default method Mayan EDMS
 will execute to try to extract text from a PDF and failing that will 
 fallback to the previous method.  This change add a new configuration
 option: :setting:`OCR_PDFTOTEXT_PATH` to specify the location of the ``pdftotext``
-executable, it defaults to '/usr/bin/pdftotext'
+executable, it defaults to '/usr/bin/pdftotext'.  Be sure to install the
+``poppler-utils`` os package to take advantage of this new parser.
 
 Changed defaults
 ~~~~~~~~~~~~~~~~
-OCR_AUTOMATIC_OCR = True
-OCR queue started by default
-
+The OCR queue is now active by default when first created during the 
+``syncdb`` phase and the :setting:`OCR_AUTOMATIC_OCR` option now defaults
+to ``True``.  These two changes are made to reduce the steps required for
+new users to start enjoying the benefits of automatic text extraction from
+uploaded documents without having to read the documentation and have a more
+functional default install.
 
 Upgrading from a previous version
 =================================
 
 Start off by adding the new requirements::
 
-  $ pip install -r requirements/production.txt
+    $ pip install -r requirements/production.txt
 
-Then create the new database structures with::
-
-    $ ./manage.py syncdb
-
-Afterwards migrate existing database schema with::
+Migrate existing database schema with::
 
     $ ./manage.py migrate documents
 
+Install the ``poppler-utils`` package:
+
+* Ubuntu, Debian::
+
+    $ apt-get install -y poppler-utils
+    
+* Fedora::
+
+    $ yum install -y poppler-utils
+
 The upgrade procedure is now complete.