diff --git a/config/requirements.txt b/config/requirements.txt
index 5e5a6a7..eadc544 100644
--- a/config/requirements.txt
+++ b/config/requirements.txt
@@ -28,8 +28,8 @@ locust==2.43.4                     # [稳定层] 备用 Python 压测
 # JMeter 5.6.3 [外部]，需独立装 Java + JMeter（见部署说明）
 
 # ===== [稳定层] 测试数据工厂 =====
-faker==20.1.0                      # [稳定层]
-factory-boy==3.3.0                 # [稳定层]
+faker==37.12.0                      # [稳定层]
+factory-boy==3.3.3                 # [稳定层]
 
 # ===== [稳定层] 数据库 =====
 psycopg2-binary==2.9.12             # [稳定层] PostgreSQL（按实际数据库选其一）
@@ -99,7 +99,7 @@ kafka-python==2.0.2                # [可选] Kafka
 pika==1.3.2                        # [可选] RabbitMQ
 
 # ===== [可选] AI/ML（14-AI模型测试）=====
-scikit-learn==1.5.2                # [可选] 模型评估（修 GHSA data leakage）
+scikit-learn==1.6.1                # [可选] 模型评估（修 GHSA data leakage）
 scipy==1.13.1; python_version < "3.14"   # [可选] 漂移检测（KS）—— 1.11.4→1.13.1 Py 3.12 官方支持 + 与 scikit-image 0.24 / sklearn 1.5 numpy 兼容；Py>=3.14 暂无 wheel，自动跳过
 # alibi-detect==0.12.0             # [可选] 漂移高级检测
 # deepeval==0.20.50                # [可选] LLM 评估
diff --git a/requirements/ai.txt b/requirements/ai.txt
index 309feb5..0d27361 100644
--- a/requirements/ai.txt
+++ b/requirements/ai.txt
@@ -3,7 +3,7 @@
 -r base.txt
 
 numpy==1.26.4
-scikit-learn==1.5.2
+scikit-learn==1.6.1
 scipy==1.13.1
 # alibi-detect==0.12.0      # 漂移高级检测
 # deepeval==0.20.50         # LLM 评估
diff --git a/requirements/base.txt b/requirements/base.txt
index 8992cef..46ee68b 100644
--- a/requirements/base.txt
+++ b/requirements/base.txt
@@ -19,8 +19,8 @@ playwright==1.59.0
 requests==2.33.0
 
 # 测试数据工厂
-faker==20.1.0
-factory-boy==3.3.0
+faker==37.12.0
+factory-boy==3.3.3
 
 # 数据库
 psycopg2-binary==2.9.12