diff --git a/latest/apis/backends.html b/latest/apis/backends.html
index 5f313ffb..70a50de2 100644
--- a/latest/apis/backends.html
+++ b/latest/apis/backends.html
@@ -140,7 +140,7 @@ Backends
-
+
diff --git a/latest/apis/batching.html b/latest/apis/batching.html
index a8a95fa8..7cd71c34 100644
--- a/latest/apis/batching.html
+++ b/latest/apis/batching.html
@@ -145,7 +145,7 @@ Batching
-
+
diff --git a/latest/contributing.html b/latest/contributing.html
index 53879a7d..32631df3 100644
--- a/latest/contributing.html
+++ b/latest/contributing.html
@@ -126,7 +126,7 @@ Contributing & Help
-
+
@@ -141,7 +141,34 @@ Contributing
-[WIP]
+If you need help, please ask on the
+
+Julia forum
+
+ or on Flux's
+
+Gitter
+
+.
+
+
+Right now, the best way to help out is to try out the examples and report any issues or missing features as you find them. The second best way is to help us spread the word, perhaps by
+
+starring the repo
+
+.
+
+
+If you're interested in hacking on Flux, most of the code is pretty straightforward. Adding new layer definitions or cost functions is simple using the Flux DSL itself, and things like data utilities and training processes are all plain Julia code. The
+compiler
+ directory is a bit more involved and is documented in
+
+internals
+
+, but most changes won't need to touch that.
+
+
+If you get stuck or need anything, let us know!
diff --git a/latest/examples/logreg.html b/latest/examples/logreg.html
index 6a76c140..b5b31a7c 100644
--- a/latest/examples/logreg.html
+++ b/latest/examples/logreg.html
@@ -129,7 +129,7 @@ Logistic Regression
-
+
diff --git a/latest/index.html b/latest/index.html
index 2eaec56f..d89548ea 100644
--- a/latest/index.html
+++ b/latest/index.html
@@ -137,7 +137,7 @@ Home
-
+
diff --git a/latest/internals.html b/latest/internals.html
index d9809533..9f2cd7c7 100644
--- a/latest/internals.html
+++ b/latest/internals.html
@@ -126,7 +126,7 @@ Internals
-
+
diff --git a/latest/models/basics.html b/latest/models/basics.html
index 8fc2ad7c..b21367d8 100644
--- a/latest/models/basics.html
+++ b/latest/models/basics.html
@@ -145,7 +145,7 @@ Model Building Basics
-
+
diff --git a/latest/models/debugging.html b/latest/models/debugging.html
index e8a23374..38789fd9 100644
--- a/latest/models/debugging.html
+++ b/latest/models/debugging.html
@@ -129,7 +129,7 @@ Debugging
-
+
diff --git a/latest/models/recurrent.html b/latest/models/recurrent.html
index 5191f507..7f53986b 100644
--- a/latest/models/recurrent.html
+++ b/latest/models/recurrent.html
@@ -129,7 +129,7 @@ Recurrence
-
+
diff --git a/latest/models/templates.html b/latest/models/templates.html
index 0b814fa0..b5fa454d 100644
--- a/latest/models/templates.html
+++ b/latest/models/templates.html
@@ -145,7 +145,7 @@ Model Templates
-
+
diff --git a/latest/search_index.js b/latest/search_index.js
index 790e50af..22dc6f1a 100644
--- a/latest/search_index.js
+++ b/latest/search_index.js
@@ -245,7 +245,7 @@ var documenterSearchIndex = {"docs": [
"page": "Contributing & Help",
"title": "Contributing",
"category": "section",
- "text": "[WIP]"
+ "text": "If you need help, please ask on the Julia forum or on Flux's Gitter.Right now, the best way to help out is to try out the examples and report any issues or missing features as you find them. The second best way is to help us spread the word, perhaps by starring the repo.If you're interested in hacking on Flux, most of the code is pretty straightforward. Adding new layer definitions or cost functions is simple using the Flux DSL itself, and things like data utilities and training processes are all plain Julia code. The compiler directory is a bit more involved and is documented in internals, but most changes won't need to touch that.If you get stuck or need anything, let us know!"
},
{