diff --git a/registry.yaml b/registry.yaml
index c032a60..e84220b 100644
--- a/registry.yaml
+++ b/registry.yaml
@@ -1605,7 +1605,7 @@
   authors:
     - msingh-openai
   tags:
-    - web-browsing
+    - completions
 
 - title: Prompt Caching 101 
   path: examples/Prompt_Caching101.ipynb
@@ -1613,7 +1613,4 @@
   authors:
     - charuj
   tags:
-    - latency
-    - cost
-    - prompt caching
     - completions
\ No newline at end of file