diff --git a/episodes/2026-03-03.md b/episodes/2026-03-03.md
index 705e60f4a43..458090987b9 100644
--- a/episodes/2026-03-03.md
+++ b/episodes/2026-03-03.md
@@ -511,3 +511,9 @@ Session size: 39 messages, 14 tool calls
 ## 21:50 - PR review: paper-dynasty-database#53 — batch Paperdex N+1 fix (APPROVED)
 - **Type:** workflow
 - **Tags:** pr-reviewer, paper-dynasty-database, peewee, n+1, performance, python, fastapi
+
+## 21:50 - PR review: paper-dynasty-database#53 (APPROVED)
+- **Type:** workflow
+- **Tags:** pr-reviewer, paper-dynasty-database, automation
+- **Memory:** [pr-review-paper-dynasty-database53-approved-2b5a20](graph/workflows/pr-review-paper-dynasty-database53-approved-2b5a20.md)
+- **Summary:** Reviewed paper-dynasty-database PR #53 — fix: batch Paperdex lookups to avoid N+1 queries (#17).