diff --git a/episodes/2026-03-03.md b/episodes/2026-03-03.md
index 4dc7edd5b85..1631f9ec990 100644
--- a/episodes/2026-03-03.md
+++ b/episodes/2026-03-03.md
@@ -347,3 +347,9 @@ Session size: 39 messages, 14 tool calls
 ## 17:17 - PR review: paper-dynasty-database#44 — batch-fetch PitchingCardRatings N+1 fix
 - **Type:** workflow
 - **Tags:** pr-reviewer, paper-dynasty-database, python, peewee, pandas, performance, n+1-queries, fix
+
+## 17:18 - PR review: paper-dynasty-database#44 (APPROVED)
+- **Type:** workflow
+- **Tags:** pr-reviewer, paper-dynasty-database, automation
+- **Memory:** [pr-review-paper-dynasty-database44-approved-7bd51c](graph/workflows/pr-review-paper-dynasty-database44-approved-7bd51c.md)
+- **Summary:** Reviewed paper-dynasty-database PR #44 — fix: batch-fetch PitchingCardRatings instead of per-row