diff --git a/episodes/2026-03-03.md b/episodes/2026-03-03.md
index 00ee0d0d4bb..705e60f4a43 100644
--- a/episodes/2026-03-03.md
+++ b/episodes/2026-03-03.md
@@ -507,3 +507,7 @@ Session size: 39 messages, 14 tool calls
 - **Tags:** issue-poller, paper-dynasty-database, automation
 - **Memory:** [issue-poller-paper-dynasty-database17-success-9ec9d7](graph/workflows/issue-poller-paper-dynasty-database17-success-9ec9d7.md)
 - **Summary:** Attempted paper-dynasty-database#17 — Batch Paperdex lookups to avoid N+1 queries in player/card
+
+## 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