diff --git a/src/content/posts/neural-networks-from-zero/.write-source.json b/src/content/posts/neural-networks-from-zero/.write-source.json
index 2086417..b276f9a 100644
--- a/src/content/posts/neural-networks-from-zero/.write-source.json
+++ b/src/content/posts/neural-networks-from-zero/.write-source.json
@@ -3596,24 +3596,13 @@
       "children": []
     },
     {
-      "id": "paragraph-102",
-      "type": "separator",
+      "id": "c7f19f6d-69ac-401a-8c43-1f1116ab3e3a",
+      "type": "divider",
       "props": {},
       "children": []
     },
     {
-      "id": "44bdadb3-da54-4a7b-9d64-0799eadb9d0e",
-      "type": "paragraph",
-      "props": {
-        "backgroundColor": "default",
-        "textColor": "default",
-        "textAlignment": "left"
-      },
-      "content": [],
-      "children": []
-    },
-    {
-      "id": "c7f19f6d-69ac-401a-8c43-1f1116ab3e3a",
+      "id": "80d045c6-2e6f-42f2-991a-bbf1ea484863",
       "type": "paragraph",
       "props": {
         "backgroundColor": "default",
diff --git a/src/content/posts/neural-networks-from-zero/index.mdx b/src/content/posts/neural-networks-from-zero/index.mdx
index b62d9c6..920de82 100644
--- a/src/content/posts/neural-networks-from-zero/index.mdx
+++ b/src/content/posts/neural-networks-from-zero/index.mdx
@@ -410,6 +410,6 @@ Start to finish, with no hand-waving, you can now explain:
 
 That is the atom, the molecule, the organism, its size, and its running cost — the day-zero ground truth. Every advanced topic — attention, transformers, KV caches, quantization, distributed training — is built on exactly these pieces. When they show up, they won’t be magic. They’ll be assembly.
 
----
+<hr className="article-hr article-hr--line" />
 
 _Next: why generating text one token at a time makes a GPU spend 99% of its time waiting on memory instead of computing — the compute-bound vs memory-bound story that shapes every serving system._