diff --git a/styles/Vocab/EN/accept.txt b/styles/Vocab/EN/accept.txt
index 3cad2eae559..585a063a59d 100644
--- a/styles/Vocab/EN/accept.txt
+++ b/styles/Vocab/EN/accept.txt
@@ -48,9 +48,9 @@ pseudocolumn
 \<Tabs
 values=
 dbt_project.yml
-<[^>]+>
-\w+-\w+    
-\w+/\w+    
+<[^>]+> <   !-- allows tabs -->
+\w+-\w+     <!-- allows dashes -->
+\w+/\w+     <!-- allows slashes -->
 n/a 
 N/A      
 \w+/\w+|\w+-\w+|n/a
@@ -64,3 +64,22 @@ gcloud
 MSFT
 shoutout
 DDL
+DWUs
+DWU
+APIs
+API
+:::caution
+:::info
+:::tip
+:::note
+:::warning
+ing
+ETL
+ELT
+SSIS
+PBI
+PowerBI
+datetime
+PySpark
+\b[a-z]+(?:_[a-z]+)*\b <!-- allows snake_case -->
+\b[A-Z]{2,}(?:/[A-Z]{2,})?\b <-- This should allow acronyms like API, AI/ML -->
diff --git a/styles/custom/UIElements.yml b/styles/custom/UIElements.yml
deleted file mode 100644
index 2f9a22206f0..00000000000
--- a/styles/custom/UIElements.yml
+++ /dev/null
@@ -1,17 +0,0 @@
-# styles/custom/BoldUIElements.yml
-extends: existence
-message: "UI elements like '%s' should be bold."
-level: warning
-tokens:
-  # Only match UI elements that are not bolded (i.e., not within **)
-  - '\bSave\b'
-  - '\bSave as\b'
-  - '\bCancel\b'
-  - '\bSubmit\b'
-  - '\bEdit\b'
-  - '\bAccount settings\b'
-  - '\bProject details\b'
-  - '\bProfile settings\b'
-  - '\bPersonal profile\b'
-
-scope: raw  # Ensure the rule is applied before formatting