diff --git a/docs/a_memorix_sync.md b/docs/a_memorix_sync.md
index f93d669e..312fe9f6 100644
--- a/docs/a_memorix_sync.md
+++ b/docs/a_memorix_sync.md
@@ -5,7 +5,9 @@
 - A_Memorix 主线源码位于 `src/A_memorix`
 - 宿主接入层位于 `src/services/memory_service.py`、`src/webui/routers/memory.py` 与 dashboard 长期记忆页面
 - 运行配置位于 `config/a_memorix.toml`
-- 运行数据位于 `data/plugins/a-dawn.a-memorix/`
+- 运行数据由 `storage.data_dir` 决定（当前配置模板默认 `data/a-memorix/`）
+- 旧离线脚本默认目录仍可能落在 `data/plugins/a-dawn.a-memorix/`（见脚本注释/参数说明）
+- Web 上传暂存目录为 `data/memory_upload_staging/`
 - 上游同步方式固定为 `git subtree`
 
 ## 首次接入
@@ -40,6 +42,7 @@ git subtree pull --prefix=src/A_memorix https://github.com/A-Dawn/A_memorix.git
 
 ## 同步后检查
 
-1. 确认 `config/a_memorix.toml` 仍指向 `data/plugins/a-dawn.a-memorix`
+1. 确认 `config/a_memorix.toml` 中 `storage.data_dir` 与你的运行目录规划一致（默认模板为 `data/a-memorix`）
 2. 运行 `python src/A_memorix/scripts/runtime_self_check.py --help`
-3. 运行 A_memorix 相关测试或最少执行一次针对性导入验证
+3. 运行 `python -m pytest pytests/A_memorix_test/test_memory_service.py`
+4. 运行 `cd dashboard && npm run test -- src/routes/resource/__tests__/knowledge-base.test.tsx`
diff --git a/src/A_memorix/CHANGELOG.md b/src/A_memorix/CHANGELOG.md
index 772cff46..f1a20b9d 100644
--- a/src/A_memorix/CHANGELOG.md
+++ b/src/A_memorix/CHANGELOG.md
@@ -1,5 +1,15 @@
 # 更新日志 (Changelog)
 
+## [Unreleased]
+
+### 📚 文档口径同步
+
+- 补充并统一“运行时目录”和“离线脚本默认目录”的说明：
+  - 运行时主目录由 `storage.data_dir` 决定（当前模板默认 `data/a-memorix`）；
+  - 部分离线脚本仍以 `data/plugins/a-dawn.a-memorix` 作为默认处理目录。
+- 修正文档中的导入示例参数，`memory_import_admin.create_paste` 的 `input_mode` 示例统一为 `text`/`json`。
+- 更新 `README.md` 关于元数据 schema 的描述，和当前代码 `SCHEMA_VERSION = 9` 保持一致。
+
 ## [2.0.0] - 2026-03-18
 
 本次 `2.0.0` 为架构收敛版本，主线是 **SDK Tool 接口统一**、**管理工具能力补齐**、**元数据 schema 升级到 v8** 与 **文档口径同步到 2.0.0**。
diff --git a/src/A_memorix/CONFIG_REFERENCE.md b/src/A_memorix/CONFIG_REFERENCE.md
index d55eb49b..421571c8 100644
--- a/src/A_memorix/CONFIG_REFERENCE.md
+++ b/src/A_memorix/CONFIG_REFERENCE.md
@@ -17,7 +17,7 @@
 enabled = true
 
 [storage]
-data_dir = "data/plugins/a-dawn.a-memorix"
+data_dir = "data/a-memorix"
 
 [embedding]
 model_name = "auto"
@@ -126,9 +126,14 @@ default_sample_size = 24
 
 ### `storage`
 
-- `storage.data_dir` (代码默认 `./data`；当前内置配置推荐 `data/plugins/a-dawn.a-memorix`)
+- `storage.data_dir` (当前配置模板默认 `data/a-memorix`)
 : 数据目录。相对路径按 MaiBot 仓库根目录解析。
 
+补充说明：
+
+- 部分离线脚本若未显式覆盖路径，会回退到 `A_memorix.paths.default_data_dir()`（当前为 `data/plugins/a-dawn.a-memorix`）。
+- 建议在运维侧统一目录策略，避免“控制台写入目录”和“脚本处理目录”不一致。
+
 ### `embedding`
 
 - `embedding.model_name` (默认 `auto`)
diff --git a/src/A_memorix/IMPORT_GUIDE.md b/src/A_memorix/IMPORT_GUIDE.md
index 06e2834c..9d248178 100644
--- a/src/A_memorix/IMPORT_GUIDE.md
+++ b/src/A_memorix/IMPORT_GUIDE.md
@@ -29,6 +29,11 @@ python src/A_memorix/scripts/runtime_self_check.py --json
 data/plugins/a-dawn.a-memorix/raw/
 ```
 
+说明：
+
+- `process_knowledge.py` 当前默认扫描上述目录。
+- 若你的运行配置使用 `storage.data_dir = "data/a-memorix"`，请在执行脚本前统一目录，避免脚本导入目录与运行目录不一致。
+
 执行：
 
 ```bash
@@ -52,7 +57,7 @@ python src/A_memorix/scripts/import_lpmm_json.py <json文件或目录>
 ## 2.3 LPMM 数据转换
 
 ```bash
-python src/A_memorix/scripts/convert_lpmm.py -i <lpmm数据目录> -o data/plugins/a-dawn.a-memorix
+python src/A_memorix/scripts/convert_lpmm.py -i <lpmm数据目录> -o data/a-memorix
 ```
 
 ## 2.4 历史数据迁移
@@ -115,7 +120,7 @@ python src/A_memorix/scripts/audit_vector_consistency.py --json
   "arguments": {
     "action": "create_paste",
     "content": "今天完成了检索调优回归。",
-    "input_mode": "plain_text",
+    "input_mode": "text",
     "source": "manual:worklog"
   }
 }
diff --git a/src/A_memorix/MODIFICATION_POLICY.md b/src/A_memorix/MODIFICATION_POLICY.md
index 19d39ab8..29031586 100644
--- a/src/A_memorix/MODIFICATION_POLICY.md
+++ b/src/A_memorix/MODIFICATION_POLICY.md
@@ -27,9 +27,13 @@
 - `src/services/memory_service.py`
 - `src/webui/routers/memory.py`
 - `dashboard/src/routes/resource/knowledge-base.tsx`
+- `dashboard/src/routes/resource/__tests__/knowledge-base.test.tsx`
 - `dashboard/src/routes/resource/knowledge-graph/`
+- `dashboard/src/lib/memory-api.ts`
 - `config/a_memorix.toml`
-- `data/plugins/a-dawn.a-memorix/`
+- `data/a-memorix/`
+- `data/plugins/a-dawn.a-memorix/`（旧脚本默认路径）
+- `data/memory_upload_staging/`（Web 上传暂存）
 - `pytests/A_memorix_test/`
 - 同步脚本与同步文档，例如 `scripts/sync_a_memorix_subtree.sh`
 
diff --git a/src/A_memorix/QUICK_START.md b/src/A_memorix/QUICK_START.md
index 7ff61c38..b2b940aa 100644
--- a/src/A_memorix/QUICK_START.md
+++ b/src/A_memorix/QUICK_START.md
@@ -42,7 +42,7 @@ pip install -r requirements.txt --upgrade
 enabled = true
 
 [storage]
-data_dir = "data/plugins/a-dawn.a-memorix"
+data_dir = "data/a-memorix"
 
 [embedding]
 model_name = "auto"
@@ -157,12 +157,14 @@ python src/A_memorix/scripts/runtime_self_check.py --json
 
 ### 4.1 文本批量导入
 
-把文本放到：
+`process_knowledge.py` 当前默认扫描目录为：
 
 ```text
 data/plugins/a-dawn.a-memorix/raw/
 ```
 
+若你当前运行目录使用 `storage.data_dir = "data/a-memorix"`，建议先把文本同步到脚本默认目录再执行，避免导入目录与运行目录不一致。
+
 执行：
 
 ```bash
@@ -181,7 +183,7 @@ python src/A_memorix/scripts/process_knowledge.py --chat-log --chat-reference-ti
 
 ```bash
 python src/A_memorix/scripts/import_lpmm_json.py <json文件或目录>
-python src/A_memorix/scripts/convert_lpmm.py -i <lpmm数据目录> -o data/plugins/a-dawn.a-memorix
+python src/A_memorix/scripts/convert_lpmm.py -i <lpmm数据目录> -o data/a-memorix
 python src/A_memorix/scripts/migrate_chat_history.py --help
 python src/A_memorix/scripts/migrate_maibot_memory.py --help
 python src/A_memorix/scripts/migrate_person_memory_points.py --help
diff --git a/src/A_memorix/README.md b/src/A_memorix/README.md
index 060bfb0d..572d01a7 100644
--- a/src/A_memorix/README.md
+++ b/src/A_memorix/README.md
@@ -21,7 +21,7 @@ A_Memorix 是 MaiBot 内置的长期记忆子系统。
 
 - 旧 `components/commands/*`、`components/tools/*` 与 `server.py` 已移除。
 - 统一入口为宿主侧 host service + [`core/runtime/sdk_memory_kernel.py`](core/runtime/sdk_memory_kernel.py)。
-- 元数据 schema 为 `v8`，新增外部引用与运维操作记录（如 `external_memory_refs`、`memory_v5_operations`、`delete_operations`）。
+- 元数据 schema 为 `v9`，支持外部引用与运维操作记录（如 `external_memory_refs`、`memory_v5_operations`、`delete_operations`）。
 
 如果你还在使用旧版 slash 命令（如 `/query`、`/memory`、`/visualize`），需要按本文的 Tool 接口迁移。
 
@@ -140,6 +140,7 @@ enabled = true
 ### 配置方式
 
 - 默认配置文件：`config/a_memorix.toml`
+- 运行目录主路径：`storage.data_dir`（当前模板默认 `data/a-memorix`）
 - 长期记忆控制台：适合修改常用高频项，如 embedding、检索、Episode、人物画像、导入与调优开关。
 - 原始 TOML：适合复制整份配置、批量粘贴参数，或编辑未在可视化表单中展示的高级项。
 - 配置参考：请结合 [CONFIG_REFERENCE.md](CONFIG_REFERENCE.md) 查看各键的运行时语义与默认值。
@@ -171,7 +172,7 @@ python src/A_memorix/scripts/process_knowledge.py
 - `web/import.html`（导入中心）
 - `web/tuning.html`（检索调优）
 
-当前分支不再内置独立 `server.py`，页面路由与 API 暴露由宿主侧 React 页面和 `/api/webui/memory/*` 接口承接。
+当前分支不再内置独立 `server.py`，页面路由与 API 暴露由宿主侧 React 页面和 `/api/webui/memory/*` 接口承接（并保留 `/api/*` 兼容路由）。
 
 ### WebUI 验证脚本
 
diff --git a/src/A_memorix/core/runtime/lifecycle_orchestrator.py b/src/A_memorix/core/runtime/lifecycle_orchestrator.py
index bc49a25f..a421b05a 100644
--- a/src/A_memorix/core/runtime/lifecycle_orchestrator.py
+++ b/src/A_memorix/core/runtime/lifecycle_orchestrator.py
@@ -4,7 +4,7 @@ from __future__ import annotations
 
 import asyncio
 from pathlib import Path
-from typing import Any
+from typing import Any, Callable, Coroutine, cast
 
 from src.common.logger import get_logger
 
@@ -106,7 +106,8 @@ def start_background_tasks(plugin: Any) -> None:
         and bool(plugin.get_config("episode.generation_enabled", True))
         and (episode_task is None or episode_task.done())
     ):
-        plugin._episode_generation_task = asyncio.create_task(episode_loop())
+        episode_loop_fn = cast(Callable[[], Coroutine[Any, Any, Any]], episode_loop)
+        plugin._episode_generation_task = asyncio.create_task(episode_loop_fn())
 
 
 async def cancel_background_tasks(plugin: Any) -> None:
diff --git a/src/A_memorix/core/runtime/sdk_memory_kernel.py b/src/A_memorix/core/runtime/sdk_memory_kernel.py
index 13e55bfa..0da4e02d 100644
--- a/src/A_memorix/core/runtime/sdk_memory_kernel.py
+++ b/src/A_memorix/core/runtime/sdk_memory_kernel.py
@@ -7,7 +7,7 @@ import time
 import uuid
 from dataclasses import dataclass
 from pathlib import Path
-from typing import Any, Awaitable, Callable, Dict, Iterable, List, Optional, Sequence
+from typing import Any, Callable, Coroutine, Dict, Iterable, List, Optional, Sequence
 
 from src.common.logger import get_logger
 
@@ -83,7 +83,7 @@ class _KernelRuntimeFacade:
     async def execute_request_with_dedup(
         self,
         request_key: str,
-        executor: Callable[[], Awaitable[Dict[str, Any]]],
+        executor: Callable[[], Coroutine[Any, Any, Dict[str, Any]]],
     ) -> tuple[bool, Dict[str, Any]]:
         return await self._kernel.execute_request_with_dedup(request_key, executor)
 
@@ -769,7 +769,7 @@ class SDKMemoryKernel:
     async def execute_request_with_dedup(
         self,
         request_key: str,
-        executor: Callable[[], Awaitable[Dict[str, Any]]],
+        executor: Callable[[], Coroutine[Any, Any, Dict[str, Any]]],
     ) -> tuple[bool, Dict[str, Any]]:
         token = str(request_key or "").strip()
         if not token:
@@ -1761,8 +1761,22 @@ class SDKMemoryKernel:
             profile = manager.get_profile_snapshot()
             return {"success": True, "profile": profile, "toml": manager.export_toml_snippet(profile)}
         if act == "apply_profile":
-            profile = kwargs.get("profile") if isinstance(kwargs.get("profile"), dict) else kwargs
-            return {"success": True, **await manager.apply_profile(profile, reason=str(kwargs.get("reason", "manual") or "manual"))}
+            profile_raw = kwargs.get("profile")
+            if isinstance(profile_raw, dict):
+                profile_payload: Dict[str, Any] = dict(profile_raw)
+            else:
+                profile_payload = {
+                    key: value
+                    for key, value in kwargs.items()
+                    if key not in {"reason", "profile"}
+                }
+            return {
+                "success": True,
+                **await manager.apply_profile(
+                    profile_payload,
+                    reason=str(kwargs.get("reason", "manual") or "manual"),
+                ),
+            }
         if act == "rollback_profile":
             return {"success": True, **await manager.rollback_profile()}
         if act == "export_profile":
@@ -1999,7 +2013,11 @@ class SDKMemoryKernel:
             self._ensure_background_task("memory_maintenance", self._memory_maintenance_loop)
             self._ensure_background_task("person_profile_refresh", self._person_profile_refresh_loop)
 
-    def _ensure_background_task(self, name: str, factory: Callable[[], Awaitable[None]]) -> None:
+    def _ensure_background_task(
+        self,
+        name: str,
+        factory: Callable[[], Coroutine[Any, Any, None]],
+    ) -> None:
         task = self._background_tasks.get(name)
         if task is not None and not task.done():
             return
diff --git a/src/A_memorix/core/storage/graph_store.py b/src/A_memorix/core/storage/graph_store.py
index 0a5fd95d..88574a12 100644
--- a/src/A_memorix/core/storage/graph_store.py
+++ b/src/A_memorix/core/storage/graph_store.py
@@ -73,7 +73,7 @@ class GraphStore:
 
     def __init__(
         self,
-        matrix_format: str = "csr",
+        matrix_format: Union[str, SparseMatrixFormat] = "csr",
         data_dir: Optional[Union[str, Path]] = None,
     ):
         """
diff --git a/src/A_memorix/core/storage/vector_store.py b/src/A_memorix/core/storage/vector_store.py
index 97a9144c..787e625a 100644
--- a/src/A_memorix/core/storage/vector_store.py
+++ b/src/A_memorix/core/storage/vector_store.py
@@ -79,6 +79,7 @@ class VectorStore:
         self.quantization_type = QuantizationType.INT8 
         self.index_type = "sq8" 
         self.buffer_size = buffer_size
+        self.min_train_threshold = self.DEFAULT_MIN_TRAIN
 
         self._index: Optional[faiss.IndexIDMap2] = None
         self._init_index()
diff --git a/src/A_memorix/core/utils/relation_write_service.py b/src/A_memorix/core/utils/relation_write_service.py
index 6fa2e621..fbaeb820 100644
--- a/src/A_memorix/core/utils/relation_write_service.py
+++ b/src/A_memorix/core/utils/relation_write_service.py
@@ -128,7 +128,7 @@ class RelationWriteService:
         predicate: str,
         obj: str,
         confidence: float = 1.0,
-        source_paragraph: str = "",
+        source_paragraph: Optional[str] = None,
         metadata: Optional[Dict[str, Any]] = None,
         *,
         write_vector: bool = True,
diff --git a/src/webui/routers/memory.py b/src/webui/routers/memory.py
index 303b2cc4..25bb1d9f 100644
--- a/src/webui/routers/memory.py
+++ b/src/webui/routers/memory.py
@@ -125,7 +125,8 @@ class DeletePurgeRequest(BaseModel):
 
 
 def _build_import_guide_markdown(settings: dict[str, Any]) -> str:
-    path_aliases = settings.get("path_aliases") if isinstance(settings.get("path_aliases"), dict) else {}
+    path_aliases_raw = settings.get("path_aliases")
+    path_aliases = path_aliases_raw if isinstance(path_aliases_raw, dict) else {}
     alias_lines = [
         f"- `{name}` -> `{path}`"
         for name, path in sorted(path_aliases.items())
@@ -394,15 +395,7 @@ async def _memory_config_get() -> dict:
 
 
 async def _memory_config_get_raw() -> dict:
-    raw_payload_getter = getattr(a_memorix_host_service, "get_raw_config_with_meta", None)
-    if callable(raw_payload_getter):
-        raw_payload = raw_payload_getter()
-    else:
-        raw_payload = {
-            "config": a_memorix_host_service.get_raw_config(),
-            "exists": bool(a_memorix_host_service.get_config_path().exists()),
-            "using_default": False,
-        }
+    raw_payload = a_memorix_host_service.get_raw_config_with_meta()
     return {
         "success": True,
         "config": str(raw_payload.get("config", "") or ""),
@@ -628,8 +621,10 @@ async def _tuning_apply_best(task_id: str) -> dict:
 
 
 async def _tuning_report(task_id: str, fmt: str) -> dict:
-    payload = await memory_service.tuning_admin(action="get_report", task_id=task_id, format=fmt)
-    report = payload.get("report") if isinstance(payload.get("report"), dict) else {}
+    payload_raw = await memory_service.tuning_admin(action="get_report", task_id=task_id, format=fmt)
+    payload = payload_raw if isinstance(payload_raw, dict) else {}
+    report_raw = payload.get("report")
+    report = report_raw if isinstance(report_raw, dict) else {}
     return {
         "success": bool(payload.get("success", False)),
         "format": report.get("format", fmt),