diff --git a/docs/core-concepts/memory-operations/delete.mdx b/docs/core-concepts/memory-operations/delete.mdx
index bb9801eeb..7668790e3 100644
--- a/docs/core-concepts/memory-operations/delete.mdx
+++ b/docs/core-concepts/memory-operations/delete.mdx
@@ -216,7 +216,7 @@ memory.delete_all(user_id="alice")
 ## Put it into practice
 
 - Review the <Link href="/api-reference/memory/delete-memory">Delete Memory API reference</Link>, plus <Link href="/api-reference/memory/batch-delete">Batch Delete</Link> and <Link href="/api-reference/memory/delete-memories">Filtered Delete</Link>.
-- Pair deletes with <Link href="/platform/features/expiration-date">Expiration Policies</Link> to automate retention.
+- Use metadata-based expiration patterns to automate retention (see the <Link href="/cookbooks/essentials/building-ai-companion">AI Companion cookbook</Link> for an example).
 
 ## See it live
 
@@ -233,9 +233,9 @@ memory.delete_all(user_id="alice")
     href="/core-concepts/memory-operations/add"
   />
   <Card
-    title="Enable Expiration Policies"
-    description="Automate retention with the platform’s expiration feature."
-    icon="clock"
-    href="/platform/features/expiration-date"
+    title="Search & Retrieve Concepts"
+    description="Learn how to find and rank the memories you keep."
+    icon="magnifying-glass"
+    href="/core-concepts/memory-operations/search"
   />
 </CardGroup>