diff --git a/deploy/profile-scripts/candidate_filter.py b/deploy/profile-scripts/candidate_filter.py
index 6438ae17..fe8b981a 100644
--- a/deploy/profile-scripts/candidate_filter.py
+++ b/deploy/profile-scripts/candidate_filter.py
@@ -390,7 +390,10 @@ def main():
         query += " AND code=?"
         params.append(single_code)
     else:
-        query += " AND (pass_final IS NULL OR pass_final=0)"
+        # 2026-08-10 修复pass_final死角：低分候选(score_final<7)7天后重置允许重审
+        query += """ AND (pass_final IS NULL OR pass_final=0
+              OR (pass_final=1 AND score_final < 7 
+                  AND (created_at IS NULL OR created_at < datetime('now','localtime','-7 day'))))"""
     
     rows = conn.execute(query, params).fetchall()
     print(f"[FILTER] 待处理候选: {len(rows)}只", flush=True)