diff --git a/pages/article-favicon.typ b/pages/article-favicon.typ
index d2e6c45..ff8d3bd 100644
--- a/pages/article-favicon.typ
+++ b/pages/article-favicon.typ
@@ -32,7 +32,7 @@
   #context wimage(res-path()+"favicon.png", width:w)
 ]
 
-#let ic_url = "https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.sciencedirect.com/science/article/pii/S0890540197926432/pdf%3Fmd5%3D30965cec6dd7605a865bbec4076f65e4%26pid%3D1-s2.0-S0890540197926432-main.pdf&ved=2ahUKEwjc2NHahqaOAxXFGxAIHRgsIp0QFnoECBMQAQ&usg=AOvVaw0yzy07VkWVoJu4XSqaOqj3"
+#let ic_url = "https://www.sciencedirect.com/science/article/pii/S0890540197926432"
 
 #section[
   This represents an #flink(ic_url)[interaction combinator] tree, that can be interpreted as a
diff --git a/pages/article-gpu-arch-1.typ b/pages/article-gpu-arch-1.typ
index f6faba5..bd8f067 100644
--- a/pages/article-gpu-arch-1.typ
+++ b/pages/article-gpu-arch-1.typ
@@ -34,8 +34,8 @@
 ]
 
 #section[
-  == Comparision with CPUs
-  GPUs focus on operating on a lot of data at once (triangles, vertecies, pixels, ...),
+  == Comparison with CPUs
+  GPUs focus on operating on a lot of data at once (triangles, vertices, pixels, ...),
   while CPUs focus on high performance on a single core, and low compute delay.
 ]
 
@@ -54,7 +54,7 @@
   == Waves
   A wave is a SIMD processing unit consisting of typically 32 "lanes" (sometimes called threads).
 
-  Each wave in a CU has seperate control flow, and doesn't have to be related.
+  Each wave in a CU has separate control flow, and doesn't have to be related.
 
   Instructions that waves support:
   - arithmetic operations
@@ -86,7 +86,7 @@
 
 #section[
   === Why are the banks interlaved?
-  When the whole wave wants to read a contiguos array of `f32`, so when each wave performs `some_f32_array[lane_id()]`,
+  When the whole wave wants to read a contiguous array of `f32`, so when each wave performs `some_f32_array[lane_id()]`,
   all 32 banks can be used at the same time.
 ]
 
@@ -147,7 +147,7 @@
   - no fancy out of order or superscalar execution
   - support standard 32 bit floating point, without exceptions.
 
-  Note that we won't specifiy the exact instruction encoding.
+  Note that we won't specify the exact instruction encoding.
 ]
 
 #section[