diff --git a/docs/source/whatsnew/github-stats-3.rst b/docs/source/whatsnew/github-stats-3.rst
index 7762d66..32d5bea 100644
--- a/docs/source/whatsnew/github-stats-3.rst
+++ b/docs/source/whatsnew/github-stats-3.rst
@@ -3,8 +3,55 @@
 Issues closed in the 3.x development cycle
 ==========================================
 
+Issues closed in 3.1
+--------------------
+
+GitHub stats for 2015/02/27 - 2015/04/03 (since 3.0)
+
+These lists are automatically generated, and may be incomplete or contain duplicates.
+
+We closed 46 issues and merged 133 pull requests.
+The full list can be seen `on GitHub <https://github.com/ipython/ipython/milestones/3.1>`_.
+
+The following 33 authors contributed 344 commits:
+
+* Abe Guerra
+* Adal Chiriliuc
+* Benjamin Ragan-Kelley
+* Brian Drawert
+* Fernando Perez
+* Gareth Elston
+* Gert-Ludwig Ingold
+* Giuseppe Venturini
+* Jakob Gager
+* Jan Schulz
+* Jason Grout
+* Jessica B. Hamrick
+* Jonathan Frederic
+* Justin Tyberg
+* Lorena Pantano
+* mashenjun
+* Mathieu
+* Matthias Bussonnier
+* Morten Enemark Lund
+* Naveen Nathan
+* Nicholas Bollweg
+* onesandzeroes
+* Patrick Snape
+* Peter Parente
+* RickWinter
+* Robert Smith
+* Ryan Nelson
+* Scott Sanderson
+* Sylvain Corlay
+* Thomas Kluyver
+* tmtabor
+* Wieland Hoffmann
+* Yuval Langer
+
+
 Issues closed in 3.0
-----------------------
+--------------------
 
 GitHub stats for 2014/04/02 - 2015/02/13 (since 2.0)
 
diff --git a/docs/source/whatsnew/pr/ssl-options.rst b/docs/source/whatsnew/pr/ssl-options.rst
deleted file mode 100644
index 734824c..0000000
--- a/docs/source/whatsnew/pr/ssl-options.rst
+++ /dev/null
@@ -1,4 +0,0 @@
-* add ``NotebookApp.ssl_options`` config value.
-  This is passed through to tornado HTTPServer,
-  and allows SSL configuration beyong specifying a cert and key,
-  such as disabling SSLv3.
diff --git a/docs/source/whatsnew/version3.rst b/docs/source/whatsnew/version3.rst
index 9e9a243..215f72b 100644
--- a/docs/source/whatsnew/version3.rst
+++ b/docs/source/whatsnew/version3.rst
@@ -2,6 +2,33 @@
  3.x Series
 ============
 
+IPython 3.1
+===========
+
+Released April 3, 2015
+
+The first 3.x bugfix release, with 33 contributors and 344 commits.
+This primarily includes bugfixes to notebook layout and focus problems.
+
+
+Highlights:
+
+- Various focus jumping and scrolling fixes in the notebook.
+- Various message ordering and widget fixes in the notebook.
+- Images in markdown and output are confined to the notebook width.
+  An `.unconfined` CSS class is added to disable this behavior per-image.
+  The resize handle on output images is removed.
+- Improved ordering of tooltip content for Python functions, putting the signature at the top.
+- Fix UnicodeErrors when displaying some objects with unicode reprs on Python 2.
+- Set the kernel's working directory to the notebook directory when running ``nbconvert --execute``,
+  so that behavior matches the live notebook.
+- Allow setting custom SSL options for the tornado server with ``NotebookApp.ssl_options``,
+  and protect against POODLE with default settings by disabling SSLv3.
+- Fix memory leak in the IPython.parallel Controller on Python 3.
+
+
+See :ref:`issues_list_3` for details.
+
 
 Release 3.0
 ===========