diff --git a/website/docs/images/architecture.svg b/website/docs/images/architecture.svg
index 71200c591..2e271e98a 100644
--- a/website/docs/images/architecture.svg
+++ b/website/docs/images/architecture.svg
@@ -1,41 +1,41 @@
 <svg xmlns="http://www.w3.org/2000/svg" width="1080" height="1254" viewBox="0 0 1080 1254">
   <!-- Icons: Twemoji (https://twemoji.twitter.com/) -->
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-      <stop offset="100%" stop-color="#3AC"/>
-    </linearGradient>
-    <linearGradient id="b" x1="50%" x2="50%" y1="0%" y2="100%">
+    <linearGradient id="a" x1="50%" x2="50%" y1="0%" y2="100%">
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       <stop offset="100%" stop-color="#3AC"/>
     </linearGradient>
-    <linearGradient id="c" x1="50%" x2="50%" y1="0%" y2="100%">
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       <stop offset="0%" stop-color="#3AC"/>
       <stop offset="100%" stop-color="#F03969"/>
     </linearGradient>
+    <linearGradient id="c" x1="50%" x2="50%" y1="0%" y2="100%">
+      <stop offset="0%" stop-color="#8978B5"/>
+      <stop offset="100%" stop-color="#F03969"/>
+    </linearGradient>
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       <stop offset="0%" stop-color="#8978B5"/>
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+      <stop offset="100%" stop-color="#95AAB6"/>
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       <stop offset="0%" stop-color="#8978B5"/>
-      <stop offset="100%" stop-color="#95AAB6"/>
+      <stop offset="100%" stop-color="#CDB217"/>
     </linearGradient>
     <linearGradient id="f" x1="50%" x2="50%" y1="0%" y2="100%">
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-      <stop offset="0%" stop-color="#00BEAB"/>
-      <stop offset="100%" stop-color="#CDB217"/>
+      <stop offset="0%" stop-color="#F03969"/>
+      <stop offset="100%" stop-color="#8978B5"/>
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     <linearGradient id="h" x1="50%" x2="50%" y1="0%" y2="100%">
       <stop offset="0%" stop-color="#F03969"/>
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-      <stop offset="0%" stop-color="#F03969"/>
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+    <linearGradient id="i" x1="0%" x2="100%" y1="50%" y2="50%">
+      <stop offset="0%" stop-color="#00BEAB"/>
+      <stop offset="100%" stop-color="#3AC"/>
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 </svg>
diff --git a/website/docs/usage/101/_architecture.md b/website/docs/usage/101/_architecture.md
index ab74e06c3..2a389cd87 100644
--- a/website/docs/usage/101/_architecture.md
+++ b/website/docs/usage/101/_architecture.md
@@ -83,4 +83,4 @@ operates on a `Doc` and gives you access to the matched tokens **in context**.
 | [`MorphAnalysis`](/api/morphanalysis) | A morphological analysis.                                                                                        |
 | [`KnowledgeBase`](/api/kb)            | Storage for entities and aliases of a knowledge base for entity linking.                                         |
 | [`Scorer`](/api/scorer)               | Compute evaluation scores.                                                                                       |
-| [`Corpus`](/api/corpis)               | Class for managing annotated corpora for training and evaluation data.                                           |
+| [`Corpus`](/api/corpus)               | Class for managing annotated corpora for training and evaluation data.                                           |
diff --git a/website/docs/usage/processing-pipelines.md b/website/docs/usage/processing-pipelines.md
index 741d19a14..ab5806764 100644
--- a/website/docs/usage/processing-pipelines.md
+++ b/website/docs/usage/processing-pipelines.md
@@ -5,6 +5,7 @@ menu:
   - ['Processing Text', 'processing']
   - ['How Pipelines Work', 'pipelines']
   - ['Custom Components', 'custom-components']
+  # - ['Trainable Components', 'trainable-components']
   - ['Extension Attributes', 'custom-components-attributes']
   - ['Plugins & Wrappers', 'plugins']
 ---
@@ -885,10 +886,14 @@ available, falls back to looking up the regular factory name.
 </Infobox>
 
 <!-- TODO:
+## Trainable components {#trainable-components new="3"}
 
-### Trainable components {#trainable new="3"}
+spaCy's [`Pipe`](/api/pipe) class helps you implement your own trainable
+components that have their own model instance, make predictions over `Doc`
+objects and can be updated using [`spacy train`](/api/cli#train). This lets you
+plug fully custom machine learning components into your pipeline.
 
--->
+--->
 
 ## Extension attributes {#custom-components-attributes new="2"}