diff --git a/episodes/2026-03-03.md b/episodes/2026-03-03.md
index 1631f9ec990..e97c09b4ce2 100644
--- a/episodes/2026-03-03.md
+++ b/episodes/2026-03-03.md
@@ -353,3 +353,7 @@ Session size: 39 messages, 14 tool calls
 - **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
+
+## 17:35 - Batch BattingCard/BattingCardRatings lookups in paper-dynasty-database lineup builder
+- **Type:** fix
+- **Tags:** paper-dynasty-database, python, peewee, performance, batch-query, sqlite, fix