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diff --git a/README.rst b/README.rst
index 38376e23c2..4a189c8bc4 100644
--- a/README.rst
+++ b/README.rst
@@ -45,7 +45,7 @@ which handle:
 - Eventually-consistent cryptographically secure synchronisation of room
   state across a global open network of federated servers and services
 - Sending and receiving extensible messages in a room with (optional)
-  end-to-end encryption[1]
+  end-to-end encryption
 - Inviting, joining, leaving, kicking, banning room members
 - Managing user accounts (registration, login, logout)
 - Using 3rd Party IDs (3PIDs) such as email addresses, phone numbers,
@@ -82,9 +82,6 @@ at the `Matrix spec <https://matrix.org/docs/spec>`_, and experiment with the
 
 Thanks for using Matrix!
 
-[1] End-to-end encryption is currently in beta: `blog post <https://matrix.org/blog/2016/11/21/matrixs-olm-end-to-end-encryption-security-assessment-released-and-implemented-cross-platform-on-riot-at-last>`_.
-
-
 Support
 =======
 
@@ -115,12 +112,11 @@ Unless you are running a test instance of Synapse on your local machine, in
 general, you will need to enable TLS support before you can successfully
 connect from a client: see `<INSTALL.md#tls-certificates>`_.
 
-An easy way to get started is to login or register via Riot at
-https://riot.im/app/#/login or https://riot.im/app/#/register respectively.
+An easy way to get started is to login or register via Element at
+https://app.element.io/#/login or https://app.element.io/#/register respectively.
 You will need to change the server you are logging into from ``matrix.org``
 and instead specify a Homeserver URL of ``https://<server_name>:8448``
 (or just ``https://<server_name>`` if you are using a reverse proxy).
-(Leave the identity server as the default - see `Identity servers`_.)
 If you prefer to use another client, refer to our
 `client breakdown <https://matrix.org/docs/projects/clients-matrix>`_.
 
@@ -137,7 +133,7 @@ it, specify ``enable_registration: true`` in ``homeserver.yaml``. (It is then
 recommended to also set up CAPTCHA - see `<docs/CAPTCHA_SETUP.md>`_.)
 
 Once ``enable_registration`` is set to ``true``, it is possible to register a
-user via `riot.im <https://riot.im/app/#/register>`_ or other Matrix clients.
+user via a Matrix client.
 
 Your new user name will be formed partly from the ``server_name``, and partly
 from a localpart you specify when you create the account. Your name will take
@@ -183,30 +179,6 @@ versions of synapse.
 
 .. _UPGRADE.rst: UPGRADE.rst
 
-
-Using PostgreSQL
-================
-
-Synapse offers two database engines:
- * `SQLite <https://sqlite.org/>`_
- * `PostgreSQL <https://www.postgresql.org>`_
-
-By default Synapse uses SQLite in and doing so trades performance for convenience.
-SQLite is only recommended in Synapse for testing purposes or for servers with
-light workloads.
-
-Almost all installations should opt to use PostgreSQL. Advantages include:
-
-* significant performance improvements due to the superior threading and
-  caching model, smarter query optimiser
-* allowing the DB to be run on separate hardware
-* allowing basic active/backup high-availability with a "hot spare" synapse
-  pointing at the same DB master, as well as enabling DB replication in
-  synapse itself.
-
-For information on how to install and use PostgreSQL, please see
-`docs/postgres.md <docs/postgres.md>`_.
-
 .. _reverse-proxy:
 
 Using a reverse proxy with Synapse
@@ -255,10 +227,9 @@ email address.
 Password reset
 ==============
 
-If a user has registered an email address to their account using an identity
-server, they can request a password-reset token via clients such as Riot.
-
-A manual password reset can be done via direct database access as follows.
+Users can reset their password through their client. Alternatively, a server admin
+can reset a users password using the `admin API <docs/admin_api/user_admin_api.rst#reset-password>`_
+or by directly editing the database as shown below.
 
 First calculate the hash of the new password::