diff --git a/episodes/2026-03-03.md b/episodes/2026-03-03.md
index e086e0be9eb..526d8034380 100644
--- a/episodes/2026-03-03.md
+++ b/episodes/2026-03-03.md
@@ -481,3 +481,7 @@ Session size: 39 messages, 14 tool calls
 - **Tags:** pr-reviewer, paper-dynasty-database, automation
 - **Memory:** [pr-review-paper-dynasty-database51-approved-de86d9](graph/workflows/pr-review-paper-dynasty-database51-approved-de86d9.md)
 - **Summary:** Reviewed paper-dynasty-database PR #51 — fix: compute CSV after appending data row in
+
+## 21:03 - Fix: eliminate redundant double-query pattern in Peewee get_or_none + get_by_id
+- **Type:** fix
+- **Tags:** paper-dynasty-database, python, peewee, performance, fix, sqlite, fastapi