refactor(memory): restructure memory system and improve configuration management

- Remove deprecated main.py entry point from memory module
- Reorganize imports across controllers and services for consistency
- Update emotion controller to pass db session instead of config_id to services
- Enhance memory agent controller with db session parameter for status_type and user_profile endpoints
- Refactor memory agent service to accept db parameter in classify_message_type method
- Improve configuration handling in celery_app by removing automatic database reload
- Update all memory-related services to use centralized config management
- Standardize import ordering and remove unused imports across 50+ files
- Add pilot_run_service for new pilot execution workflow
- Refactor extraction engine, reflection engine, and search services for better modularity
- Update LLM utilities and embedder configuration for improved flexibility
- Enhance type classifier and verification tools with better error handling
- Improve memory evaluation modules (LOCOMO, LongMemEval, MemSciQA) with consistent patterns

api/app/celery_app.py

@@ -1,9 +1,9 @@
 import os
 from datetime import timedelta
 from urllib.parse import quote
-from celery import Celery
+
 from app.core.config import settings
-from app.core.memory.utils.config.definitions import reload_configuration_from_database
+from celery import Celery
 
 # 创建 Celery 应用实例
 # broker: 任务队列（使用 Redis DB 0）
@@ -13,7 +13,6 @@ celery_app = Celery(
     broker=f"redis://:{quote(settings.REDIS_PASSWORD)}@{settings.REDIS_HOST}:{settings.REDIS_PORT}/{settings.CELERY_BROKER}",
     backend=f"redis://:{quote(settings.REDIS_PASSWORD)}@{settings.REDIS_HOST}:{settings.REDIS_PORT}/{settings.CELERY_BACKEND}",
 )
-reload_configuration_from_database(config_id=os.getenv("config_id"), force_reload=True)
 
 # 配置使用本地队列，避免与远程 worker 冲突
 celery_app.conf.task_default_queue = 'localhost_test_wyl'
@@ -22,6 +21,7 @@ celery_app.conf.task_default_routing_key = 'localhost_test_wyl'
 
 # macOS 兼容性配置
 import platform
+
 if platform.system() == 'Darwin':  # macOS
     # 设置环境变量解决 fork 问题
     os.environ.setdefault('OBJC_DISABLE_INITIALIZE_FORK_SAFETY', 'YES')