diff --git a/templates/README.md b/templates/README.md
index 7ef0a7a42cab2dece00710a44fb2b65f44b98b4a..08e5473e7d5627d39640d8525e9c499e8b377f8c 100644
--- a/templates/README.md
+++ b/templates/README.md
@@ -52,7 +52,65 @@ You also need to enable the following options on your project:
    of `coverage report`
 
 
-## 1.5 Conda recipe
+#### New package dependencies
+
+If your package depends on third-party packages that are not in the CI, you should
+perform some extra steps:
+
+1. add the package in the ``meta.yml`` file of bob-devel in ``bob.conda/conda/bob-devel``
+```yaml
+    requirements:
+      host:
+        - python {{ python }}
+        - {{ compiler('c') }}
+        - {{ compiler('cxx') }}
+        # Dependency list of bob packages. Everything is pinned to allow for better
+        # reproducibility. Please keep this list sorted. It is recommended that you
+        # update all dependencies at once (to their latest version) each time you
+        # modify the dependencies here. Use ``conda search`` to find the latest
+        # version of packages.
+        - boost 1.65.1
+        - caffe 1.0  # [linux]
+        - click 6.7
+        - click-plugins 1.0.3
+        - ..
+        - [your dependency here]
+```
+
+2. in the same file, update the version with the current date.
+```yaml
+    package:
+      name: bob-devel
+      version: 2018.05.02  <-- HERE
+```
+
+3. update the beat-devel and bob-devel version in the ``meta.yml`` file in ``bob.conda/conda/beat-devel``
+```yaml
+    package:
+      name: beat-devel
+      version: 2018.05.02  <-- HERE
+  
+    [...]
+
+    requirements:
+      host:
+        - python {{ python }}
+        - bob-devel 2018.05.02  <-- HERE
+        - requests 2.18.4
+```
+
+4. update the ``conda_build_config.yaml`` in ``bob.admin/gitlab/`` with your dependencies,
+   and with the updated version of bob-devel and beat-devel.
+
+   see [here](https://gitlab.idiap.ch/bob/bob.conda/merge_requests/363) and [here](https://gitlab.idiap.ch/bob/bob.admin/merge_requests/89)
+   for concrete examples on how to do this.
+
+   **Note that this step should be performed after bob.conda's pipeline on master is finished**
+   (i.e. perform steps 1 to 3 in a branch, open a merge request and wait for it to be merged, and wait 
+   for the new master branch to be "green").
+
+
+## 2. Conda recipe
 
 The CI system is based on conda recipes to build the package. The recipes must
 be located in the `conda` folder of each package. You can start modifying the
@@ -300,7 +358,7 @@ packages typically require this download command to be added in the
     - bob_dbmanage.py {{ name.replace('bob.db.', '') }} download --missing
 ```
 
-## 2. Licensing
+## 3. Licensing
 
 Verify if the license of your package satisfies what is written on our
 spreadsheet:
@@ -376,7 +434,7 @@ $ sed -i "s;github.com/bioidiap;gitlab.idiap.ch/bob;g" setup.py
 ```
 
 
-## 3. Buildout
+## 4. Buildout
 
 The default buildout file `buildout.cfg` should buildout _from the installed
 distribution_ and avoid mr.developer checkouts. If you have one of those, move
@@ -392,7 +450,7 @@ $ sed -i "s;github.com/bioidiap;gitlab.idiap.ch/bob;g" develop.cfg
 $ git add buildout.cfg
 ```
 
-## 4. README
+## 5. README
 
 Changes are supposed to make the README smaller and easier to maintain. As of
 today, many packages contain outdated installation instructions or outdated
@@ -422,7 +480,7 @@ Replace the following tags by hand if you don't like/trust the `sed` lines above
    C++ and python.`
 
 
-## 5. Bootstrap
+## 6. Bootstrap
 
 Make sure to **remove** your bootstrap file from your package. Since a few
 releases, buildout is not supposed to be bootstrapped anymore as setuptools
@@ -432,7 +490,7 @@ Also make sure to remove any mention of `bootstrap-buildout.py` from the
 `MANIFEST.in` file.
 
 
-## 6. doc/conf.py
+## 7. doc/conf.py
 
 This file needs updating to support newer versions of Sphinx and to get it in
 sync with the rest of the documentation. Do this:
@@ -469,6 +527,6 @@ text files to be placed along `conf.py` (on the same directory):
   resource**. You should first try to fix the errors as best as you can, so
   your documentation links are properly working.
 
-## 7. Update the logo on your project
+## 8. Update the logo on your project
 
 Please update the logo of your project (on the Settings), just set it to [this one](templates/bob-128x128.png).