diff --git a/docs/05-接口文档.md b/docs/05-接口文档.md
index 859c450..cf4191e 100644
--- a/docs/05-接口文档.md
+++ b/docs/05-接口文档.md
@@ -1097,8 +1097,8 @@ GET /internal/metrics
 | M002 | `GET /api/v1/customers/{customer_id}/memory-profile` | `memory:read:customer` | 否 | `200` | 敏感访问 |
 | M003 | `GET /api/v1/users/me/memory-candidates` | `memory:read:self` | 否 | `200` | 候选查询 |
 | M004 | `POST /api/v1/users/me/memory-candidates/{candidate_id}/decisions` | `memory:candidate:confirm` | 必须 | `200` | 用户确认/拒绝 |
-| A034 | `GET /api/v1/admin/customer-profile-candidates` | `memory:candidate:review` | 否 | `200` | 候选审核列表 |
-| A035 | `POST /api/v1/admin/customer-profile-candidates/{candidate_id}/reviews` | `memory:candidate:review` | 必须 | `200` | 候选审核 |
+| A039 | `GET /api/v1/admin/customer-profile-candidates` | `memory:candidate:review` | 否 | `200` | 候选审核列表 |
+| A040 | `POST /api/v1/admin/customer-profile-candidates/{candidate_id}/reviews` | `memory:candidate:review` | 必须 | `200` | 候选审核 |
 | K001 | `GET /api/v1/knowledge-references/{reference_token}` | `knowledge:reference:read` | 否 | `200` | 否 |
 | K002 | `POST /api/v1/knowledge/upload` | `knowledge:manage` | 否 | `201` | 知识文档变更 |
 | K003 | `GET /api/v1/knowledge/list` | `knowledge:manage` | 否 | `200` | 否 |
diff --git a/pyproject.toml b/pyproject.toml
index 789ea59..c9526f0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -21,7 +21,6 @@ dependencies = [
   "redis>=5.2,<6",
   "neo4j>=5.28,<6",
   "pymilvus>=2.5,<3",
-  "milvus-lite>=3.2,<4",
   "PyJWT>=2.10,<3",
   "cryptography>=44,<51",
   "bcrypt>=4.0,<5",
@@ -50,6 +49,11 @@ dev = [
   # 原先没声明 —— 别人的环境装完依赖跑测试，这 6 个用例会直接
   # ModuleNotFoundError: No module named 'aiosqlite'。
   "aiosqlite>=0.20,<1",
+  # 本地开发专用：Docker Milvus 未运行时用的本地持久化向量库
+  # （配合 `.env` 的 `MILVUS_LOCAL_URI` 使用）。
+  # 刻意**不**进主 `dependencies`：团队/生产环境使用受管 Milvus，
+  # 多背这个包没有意义，而它还正是 `MILVUS_LOCAL_URI` 那个坑的来源。
+  "milvus-lite>=3.2,<4",
 ]
 
 [tool.setuptools.packages.find]
diff --git a/requirements.txt b/requirements.txt
index defd557..0199fa6 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -12,7 +12,10 @@ pymysql>=1.1,<2
 redis>=5.2,<6
 neo4j>=5.28,<6
 pymilvus>=2.5,<3
-milvus-lite>=3.2,<4
+# milvus-lite（本地开发专用：Docker Milvus 未运行时的本地持久化向量库，
+# 配合 .env 的 MILVUS_LOCAL_URI）**刻意不在此列** —— 它是可选依赖，
+# 声明在 pyproject.toml 的 `[project.optional-dependencies] dev`。
+# 本机需要时：`pip install "milvus-lite>=3.2,<4"` 或 `pip install -e ".[dev]"`。
 PyJWT>=2.10,<3
 cryptography>=44,<51
 httpx>=0.28,<1