diff --git a/episodes/2026-03-04.md b/episodes/2026-03-04.md
index 50f464bf634..0b0bb075463 100644
--- a/episodes/2026-03-04.md
+++ b/episodes/2026-03-04.md
@@ -132,3 +132,9 @@
 - **Tags:** pr-reviewer, paper-dynasty-database, automation
 - **Memory:** [pr-review-paper-dynasty-database54-comment-bd4758](graph/workflows/pr-review-paper-dynasty-database54-comment-bd4758.md)
 - **Summary:** Reviewed paper-dynasty-database PR #54 — fix: remove broken live_update_batting stub endpoint
+
+## 21:56 - PR review: paper-dynasty-database#53 (REQUEST_CHANGES)
+- **Type:** workflow
+- **Tags:** pr-reviewer, paper-dynasty-database, automation
+- **Memory:** [pr-review-paper-dynasty-database53-request-changes-321304](graph/workflows/pr-review-paper-dynasty-database53-request-changes-321304.md)
+- **Summary:** Reviewed paper-dynasty-database PR #53 — fix: batch Paperdex lookups to avoid N+1 queries (#17).