diff --git a/tinytorch/site/modules/05_autograd_ABOUT.md b/tinytorch/site/modules/05_autograd_ABOUT.md
deleted file mode 120000
index aa89b40b9..000000000
--- a/tinytorch/site/modules/05_autograd_ABOUT.md
+++ /dev/null
@@ -1 +0,0 @@
-../../src/05_autograd/ABOUT.md
\ No newline at end of file
diff --git a/tinytorch/site/modules/05_dataloader_ABOUT.md b/tinytorch/site/modules/05_dataloader_ABOUT.md
new file mode 120000
index 000000000..a2a1df6a7
--- /dev/null
+++ b/tinytorch/site/modules/05_dataloader_ABOUT.md
@@ -0,0 +1 @@
+../../src/05_dataloader/ABOUT.md
\ No newline at end of file
diff --git a/tinytorch/site/modules/06_autograd_ABOUT.md b/tinytorch/site/modules/06_autograd_ABOUT.md
new file mode 120000
index 000000000..81fb587f6
--- /dev/null
+++ b/tinytorch/site/modules/06_autograd_ABOUT.md
@@ -0,0 +1 @@
+../../src/06_autograd/ABOUT.md
\ No newline at end of file
diff --git a/tinytorch/site/modules/06_optimizers_ABOUT.md b/tinytorch/site/modules/06_optimizers_ABOUT.md
deleted file mode 120000
index c5ae1979d..000000000
--- a/tinytorch/site/modules/06_optimizers_ABOUT.md
+++ /dev/null
@@ -1 +0,0 @@
-../../src/06_optimizers/ABOUT.md
\ No newline at end of file
diff --git a/tinytorch/site/modules/07_optimizers_ABOUT.md b/tinytorch/site/modules/07_optimizers_ABOUT.md
new file mode 120000
index 000000000..5c6e4a1b8
--- /dev/null
+++ b/tinytorch/site/modules/07_optimizers_ABOUT.md
@@ -0,0 +1 @@
+../../src/07_optimizers/ABOUT.md
\ No newline at end of file
diff --git a/tinytorch/site/modules/07_training_ABOUT.md b/tinytorch/site/modules/07_training_ABOUT.md
deleted file mode 120000
index 458681b51..000000000
--- a/tinytorch/site/modules/07_training_ABOUT.md
+++ /dev/null
@@ -1 +0,0 @@
-../../src/07_training/ABOUT.md
\ No newline at end of file
diff --git a/tinytorch/site/modules/08_dataloader_ABOUT.md b/tinytorch/site/modules/08_dataloader_ABOUT.md
deleted file mode 120000
index 7ed8d63b7..000000000
--- a/tinytorch/site/modules/08_dataloader_ABOUT.md
+++ /dev/null
@@ -1 +0,0 @@
-../../src/08_dataloader/ABOUT.md
\ No newline at end of file
diff --git a/tinytorch/site/modules/08_training_ABOUT.md b/tinytorch/site/modules/08_training_ABOUT.md
new file mode 120000
index 000000000..79efdc263
--- /dev/null
+++ b/tinytorch/site/modules/08_training_ABOUT.md
@@ -0,0 +1 @@
+../../src/08_training/ABOUT.md
\ No newline at end of file
diff --git a/tinytorch/site/modules/17_acceleration_ABOUT.md b/tinytorch/site/modules/17_acceleration_ABOUT.md
new file mode 120000
index 000000000..9f11ce48b
--- /dev/null
+++ b/tinytorch/site/modules/17_acceleration_ABOUT.md
@@ -0,0 +1 @@
+../../src/17_acceleration/ABOUT.md
\ No newline at end of file
diff --git a/tinytorch/site/modules/17_memoization_ABOUT.md b/tinytorch/site/modules/17_memoization_ABOUT.md
deleted file mode 120000
index 01b77733e..000000000
--- a/tinytorch/site/modules/17_memoization_ABOUT.md
+++ /dev/null
@@ -1 +0,0 @@
-../../src/17_memoization/ABOUT.md
\ No newline at end of file
diff --git a/tinytorch/site/modules/18_acceleration_ABOUT.md b/tinytorch/site/modules/18_acceleration_ABOUT.md
deleted file mode 120000
index 9297b27d9..000000000
--- a/tinytorch/site/modules/18_acceleration_ABOUT.md
+++ /dev/null
@@ -1 +0,0 @@
-../../src/18_acceleration/ABOUT.md
\ No newline at end of file
diff --git a/tinytorch/site/modules/18_memoization_ABOUT.md b/tinytorch/site/modules/18_memoization_ABOUT.md
new file mode 120000
index 000000000..32a5d2a1b
--- /dev/null
+++ b/tinytorch/site/modules/18_memoization_ABOUT.md
@@ -0,0 +1 @@
+../../src/18_memoization/ABOUT.md
\ No newline at end of file