diff --git a/backend/scripts/trigger_feedback_report.py b/backend/scripts/trigger_feedback_report.py
index 355f068..8c2b276 100644
--- a/backend/scripts/trigger_feedback_report.py
+++ b/backend/scripts/trigger_feedback_report.py
@@ -1,4 +1,4 @@
-"""手动触发 worker-general 定时任务：生成反馈报告
+"""手动触发 worker-agent 定时任务：生成反馈报告
 
 用法:
     cd /home/qzl/Code/eryao/.worktrees/feat-user-feedback
@@ -12,13 +12,13 @@ from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parent.parent / "src"))
 
-from core.taskiq.app import worker_general_broker
+from core.taskiq.app import worker_agent_broker
 from v1.feedback.tasks import generate_daily_feedback_report
 
 
 def main():
     task = generate_daily_feedback_report.kiq()
-    result = worker_general_broker.wait_result(task, timeout=120)
+    result = worker_agent_broker.wait_result(task, timeout=120)
     print(f"Task result: {result.return_value}")
 
 
diff --git a/backend/src/core/agentscope/events/__init__.py b/backend/src/core/agentscope/events/__init__.py
index 5c52772..b69ad2e 100644
--- a/backend/src/core/agentscope/events/__init__.py
+++ b/backend/src/core/agentscope/events/__init__.py
@@ -1,9 +1,3 @@
-from core.agentscope.events.agui_codec import AgentScopeAgUiCodec, to_agui_wire_event
-from core.agentscope.events.pipeline import AgentScopeEventPipeline
-from core.agentscope.events.redis_bus import RedisStreamBus
-from core.agentscope.events.sse import to_sse_event
-from core.agentscope.events.store import NullEventStore, SqlAlchemyEventStore
-
 __all__ = [
     "AgentScopeAgUiCodec",
     "AgentScopeEventPipeline",
@@ -13,3 +7,36 @@ __all__ = [
     "to_agui_wire_event",
     "to_sse_event",
 ]
+
+
+def __getattr__(name: str):
+    if name in {"AgentScopeAgUiCodec", "to_agui_wire_event"}:
+        from core.agentscope.events.agui_codec import (
+            AgentScopeAgUiCodec,
+            to_agui_wire_event,
+        )
+
+        return {
+            "AgentScopeAgUiCodec": AgentScopeAgUiCodec,
+            "to_agui_wire_event": to_agui_wire_event,
+        }[name]
+    if name == "AgentScopeEventPipeline":
+        from core.agentscope.events.pipeline import AgentScopeEventPipeline
+
+        return AgentScopeEventPipeline
+    if name == "RedisStreamBus":
+        from core.agentscope.events.redis_bus import RedisStreamBus
+
+        return RedisStreamBus
+    if name == "to_sse_event":
+        from core.agentscope.events.sse import to_sse_event
+
+        return to_sse_event
+    if name in {"NullEventStore", "SqlAlchemyEventStore"}:
+        from core.agentscope.events.store import NullEventStore, SqlAlchemyEventStore
+
+        return {
+            "NullEventStore": NullEventStore,
+            "SqlAlchemyEventStore": SqlAlchemyEventStore,
+        }[name]
+    raise AttributeError(f"module {__name__!r} has no attribute {name!r}")
diff --git a/backend/src/core/agentscope/runtime/json_react_agent.py b/backend/src/core/agentscope/runtime/json_react_agent.py
index 45f4d6a..b54ece2 100644
--- a/backend/src/core/agentscope/runtime/json_react_agent.py
+++ b/backend/src/core/agentscope/runtime/json_react_agent.py
@@ -6,7 +6,7 @@ from agentscope.agent import ReActAgent
 from agentscope.message import Msg
 from pydantic import BaseModel
 
-from core.agentscope.utils import finalize_json_response
+from core.agentscope.utils.json_finalize import finalize_json_response
 
 
 class JsonReActAgent(ReActAgent):
diff --git a/backend/src/core/agentscope/runtime/orchestrator.py b/backend/src/core/agentscope/runtime/orchestrator.py
index 2e429db..c674b0c 100644
--- a/backend/src/core/agentscope/runtime/orchestrator.py
+++ b/backend/src/core/agentscope/runtime/orchestrator.py
@@ -1,17 +1,18 @@
 from __future__ import annotations
 
 import asyncio
-from typing import Any, Awaitable, Callable, Protocol
+from typing import TYPE_CHECKING, Any, Awaitable, Callable, Protocol
 
 from ag_ui.core.types import RunAgentInput
-from agentscope.message import Msg
 from openai import APIConnectionError
-from core.agentscope.runtime.runner import AgentScopeRunner
 from core.agentscope.runtime.protocols import PipelineLike
 from core.logging import get_logger
 from schemas.agent.runtime_config import RuntimeConfig
 from schemas.shared.user import UserContext
 
+if TYPE_CHECKING:
+    from agentscope.message import Msg
+
 logger = get_logger("core.agentscope.runtime.orchestrator")
 
 
@@ -38,8 +39,12 @@ class AgentScopeRuntimeOrchestrator:
         pipeline: PipelineLike,
         runner: RunnerLike | None = None,
     ) -> None:
+        if runner is None:
+            from core.agentscope.runtime.runner import AgentScopeRunner
+
+            runner = AgentScopeRunner()
         self._pipeline = pipeline
-        self._runner = runner or AgentScopeRunner()
+        self._runner = runner
 
     async def run(
         self,
diff --git a/backend/src/core/agentscope/runtime/runner.py b/backend/src/core/agentscope/runtime/runner.py
index 23dd5d5..edf007c 100644
--- a/backend/src/core/agentscope/runtime/runner.py
+++ b/backend/src/core/agentscope/runtime/runner.py
@@ -22,7 +22,7 @@ from core.divination import derive_divination
 from core.agentscope.runtime.json_react_agent import JsonReActAgent
 from core.agentscope.runtime.model_tracking import TrackingChatModel
 from core.agentscope.runtime.stage_emitter import PipelineStageEmitter
-from core.agentscope.utils import patch_agentscope_json_repair_compat
+from core.agentscope.utils.compat import patch_agentscope_json_repair_compat
 from core.agentscope.utils.json_finalize import finalize_json_response
 from core.config.settings import config
 from core.db.session import AsyncSessionLocal
diff --git a/backend/src/core/agentscope/runtime/stage_emitter.py b/backend/src/core/agentscope/runtime/stage_emitter.py
index 6231c78..fb6b57c 100644
--- a/backend/src/core/agentscope/runtime/stage_emitter.py
+++ b/backend/src/core/agentscope/runtime/stage_emitter.py
@@ -5,7 +5,7 @@ from uuid import uuid4
 
 from agentscope.message import Msg
 
-from core.agentscope.utils import parse_tool_agent_output
+from core.agentscope.utils.parsing import parse_tool_agent_output
 
 
 class PipelineLike(Protocol):
diff --git a/backend/src/core/agentscope/runtime/task_handles.py b/backend/src/core/agentscope/runtime/task_handles.py
new file mode 100644
index 0000000..5500c55
--- /dev/null
+++ b/backend/src/core/agentscope/runtime/task_handles.py
@@ -0,0 +1,15 @@
+from __future__ import annotations
+
+from core.taskiq.app import worker_agent_broker
+
+
+@worker_agent_broker.task(task_name="tasks.agentscope.run_command.agent")
+async def run_command_task_agent(command: dict[str, object]) -> dict[str, object]:
+    del command
+    raise RuntimeError("task handle is only for enqueueing")
+
+
+@worker_agent_broker.task(task_name="tasks.agentscope.run_command.general")
+async def run_command_task_general(command: dict[str, object]) -> dict[str, object]:
+    del command
+    raise RuntimeError("task handle is only for enqueueing")
diff --git a/backend/src/core/agentscope/runtime/tasks.py b/backend/src/core/agentscope/runtime/tasks.py
index f2caecf..e398b61 100644
--- a/backend/src/core/agentscope/runtime/tasks.py
+++ b/backend/src/core/agentscope/runtime/tasks.py
@@ -3,31 +3,13 @@ from __future__ import annotations
 import asyncio
 import base64
 import json
-from typing import Any, cast
+from typing import TYPE_CHECKING, Any, cast
 from uuid import UUID
 
-from agentscope.message import Msg
 from pydantic import TypeAdapter
-from core.agentscope.caches import create_user_context_cache
-from core.agentscope.caches.attachment_content_cache import (
-    create_attachment_content_cache,
-)
-from core.agentscope.caches.context_messages_cache import (
-    create_context_messages_cache,
-)
-from core.agentscope.events import (
-    AgentScopeAgUiCodec,
-    AgentScopeEventPipeline,
-    RedisStreamBus,
-    SqlAlchemyEventStore,
-)
-from core.agentscope.runtime.orchestrator import AgentScopeRuntimeOrchestrator
 from core.agentscope.schemas.agui_input import parse_run_input
-from core.agentscope.services.context_service import AgentContextService
-from core.config.settings import config
-from core.db.session import AsyncSessionLocal
 from core.logging import get_logger
-from core.taskiq.app import worker_agent_broker, worker_general_broker
+from core.taskiq.app import worker_agent_broker
 from schemas.agent.forwarded_props import (
     RuntimeMode,
     parse_forwarded_props_runtime_mode,
@@ -40,12 +22,10 @@ from schemas.domain.chat_message import (
 )
 from schemas.shared.user import UserContext
 from schemas.shared.user import parse_profile_settings
-from services.base.redis import get_or_init_redis_client
-from services.base.supabase import supabase_service
-from v1.agent.repository import AgentRepository
-from v1.points.repository import PointsRepository
 from v1.users.repository import SQLAlchemyUserRepository
-from v1.points.service import PointsService
+
+if TYPE_CHECKING:
+    from agentscope.message import Msg
 
 logger = get_logger("core.agentscope.runtime.tasks")
 _MAX_CONTEXT_ATTACHMENTS = 3
@@ -176,6 +156,8 @@ def _serialize_assistant_context_from_metadata(
 
 
 def _load_runtime() -> type[Any]:
+    from core.agentscope.runtime.orchestrator import AgentScopeRuntimeOrchestrator
+
     return AgentScopeRuntimeOrchestrator
 
 
@@ -186,6 +168,8 @@ async def _build_user_context(
     session: Any,
     session_id: str,
 ) -> UserContext:
+    from core.agentscope.caches import create_user_context_cache
+
     cache = create_user_context_cache()
     cached = await cache.get(session_id=UUID(session_id))
     if cached:
@@ -218,6 +202,17 @@ async def _build_recent_context_messages(
     runtime_mode: RuntimeMode = RuntimeMode.CHAT,
     context_config: "MessageContextConfig",
 ) -> list[Msg]:
+    from agentscope.message import Msg
+    from core.agentscope.caches.attachment_content_cache import (
+        create_attachment_content_cache,
+    )
+    from core.agentscope.caches.context_messages_cache import (
+        create_context_messages_cache,
+    )
+    from core.agentscope.services.context_service import AgentContextService
+    from services.base.supabase import supabase_service
+    from v1.agent.repository import AgentRepository
+
     context_cache = create_context_messages_cache()
     attachment_cache = create_attachment_content_cache()
     raw_messages = await context_cache.get(
@@ -353,6 +348,18 @@ async def _build_recent_context_messages(
 
 
 async def run_agentscope_task(command: dict[str, Any]) -> dict[str, object]:
+    from core.agentscope.events import (
+        AgentScopeAgUiCodec,
+        AgentScopeEventPipeline,
+        RedisStreamBus,
+        SqlAlchemyEventStore,
+    )
+    from core.config.settings import config
+    from core.db.session import AsyncSessionLocal
+    from services.base.redis import get_or_init_redis_client
+    from v1.points.repository import PointsRepository
+    from v1.points.service import PointsService
+
     command_type = str(command.get("command", "run")).strip().lower()
     raw_owner_id = command.get("owner_id")
     raw_owner_email = command.get("owner_email")
@@ -485,6 +492,6 @@ async def run_command_task_agent(command: dict[str, object]) -> dict[str, object
     return await run_agentscope_task(command)
 
 
-@worker_general_broker.task(task_name="tasks.agentscope.run_command.general")
+@worker_agent_broker.task(task_name="tasks.agentscope.run_command.general")
 async def run_command_task_general(command: dict[str, object]) -> dict[str, object]:
     return await run_agentscope_task(command)
diff --git a/backend/src/core/taskiq/app.py b/backend/src/core/taskiq/app.py
index 22ab470..3d6138f 100644
--- a/backend/src/core/taskiq/app.py
+++ b/backend/src/core/taskiq/app.py
@@ -23,7 +23,7 @@ def _build_broker(queue_name: str) -> ListQueueBroker:
 
 
 worker_agent_broker = _build_broker("agent")
-worker_general_broker = _build_broker("general")
+worker_general_broker = worker_agent_broker
 
 broker = worker_agent_broker
 
diff --git a/backend/src/v1/agent/asr.py b/backend/src/v1/agent/asr.py
index 36ee940..75d0c60 100644
--- a/backend/src/v1/agent/asr.py
+++ b/backend/src/v1/agent/asr.py
@@ -3,9 +3,6 @@ from __future__ import annotations
 import asyncio
 from typing import Any
 
-import dashscope
-from dashscope.audio.asr import Recognition, RecognitionCallback
-
 from core.config.settings import config
 from core.logging import get_logger
 
@@ -28,6 +25,9 @@ class AsrService:
 
     async def transcribe_file(self, file_path: str, filename: str) -> str:
         try:
+            import dashscope
+            from dashscope.audio.asr import Recognition, RecognitionCallback
+
             dashscope.api_key = self._get_api_key()
 
             loop = asyncio.get_event_loop()
diff --git a/backend/src/v1/agent/dependencies.py b/backend/src/v1/agent/dependencies.py
index 1750607..693074c 100644
--- a/backend/src/v1/agent/dependencies.py
+++ b/backend/src/v1/agent/dependencies.py
@@ -48,7 +48,7 @@ class TaskiqQueueClient:
 
     @staticmethod
     def _select_queue_task(command: dict[str, object]) -> Any:
-        from core.agentscope.runtime.tasks import (
+        from core.agentscope.runtime.task_handles import (
             run_command_task_agent,
             run_command_task_general,
         )
diff --git a/backend/src/v1/feedback/tasks.py b/backend/src/v1/feedback/tasks.py
index fe3db1e..a623adf 100644
--- a/backend/src/v1/feedback/tasks.py
+++ b/backend/src/v1/feedback/tasks.py
@@ -5,15 +5,11 @@ from pathlib import Path
 
 from sqlalchemy import select
 from structlog import get_logger
-from taskiq_redis import RedisScheduleSource
 
 from core.config.settings import config
 from core.db.session import AsyncSessionLocal
-from core.email.sender import EmailAttachment, EmailMessage, EmailSender
-from core.email.template_loader import load_template
-from core.taskiq.app import worker_general_broker
+from core.taskiq.app import worker_agent_broker
 from models.user_feedback import UserFeedback
-from v1.feedback.report import generate_feedback_report
 
 logger = get_logger("v1.feedback.tasks")
 
@@ -52,6 +48,8 @@ def _build_report_email_html(
     end_time: datetime,
     push_hour: int,
 ) -> str:
+    from core.email.template_loader import load_template
+
     template = load_template("feedback", "daily_report.html")
     return template.substitute(
         start_date=start_time.strftime("%Y-%m-%d"),
@@ -70,6 +68,8 @@ def _build_no_feedback_email_html(
     end_time: datetime,
     push_hour: int,
 ) -> str:
+    from core.email.template_loader import load_template
+
     template = load_template("feedback", "no_feedback.html")
     return template.substitute(
         start_date=start_time.strftime("%Y-%m-%d"),
@@ -87,6 +87,8 @@ async def _send_feedback_email(
     push_hour: int,
     report_path: Path | None = None,
 ) -> bool:
+    from core.email.sender import EmailAttachment, EmailMessage, EmailSender
+
     sender = EmailSender()
 
     if feedbacks:
@@ -123,12 +125,14 @@ async def _send_feedback_email(
 
 
 # type: ignore reportArgumentType for taskiq decorator
-@worker_general_broker.on_event("startup")  # pyright: ignore[reportArgumentType]
+@worker_agent_broker.on_event("startup")  # pyright: ignore[reportArgumentType]
 async def _register_feedback_report_schedule() -> None:
     if not config.feedback_report.enabled:
         logger.info("Feedback report scheduling disabled")
         return
 
+    from taskiq_redis import RedisScheduleSource
+
     schedule_source = RedisScheduleSource(
         url=config.taskiq_broker_url,
         prefix="schedule:feedback",
@@ -146,12 +150,14 @@ async def _register_feedback_report_schedule() -> None:
     )
 
 
-@worker_general_broker.task(task_name="tasks.feedback.generate_daily_report")
+@worker_agent_broker.task(task_name="tasks.feedback.generate_daily_report")
 async def generate_daily_feedback_report() -> str | None:
     if not config.feedback_report.enabled:
         logger.info("Feedback report is disabled, skipping")
         return None
 
+    from v1.feedback.report import generate_feedback_report
+
     now = datetime.now(timezone.utc)
     push_hour = 10
     end_time = now.replace(hour=push_hour, minute=0, second=0, microsecond=0)
@@ -192,6 +198,8 @@ async def generate_daily_feedback_report() -> str | None:
 
 
 async def generate_all_feedback_report() -> Path:
+    from v1.feedback.report import generate_feedback_report
+
     async with AsyncSessionLocal() as session:
         stmt = select(UserFeedback).order_by(UserFeedback.created_at.desc())
         result = await session.execute(stmt)
diff --git a/deploy/README.md b/deploy/README.md
index 1116d8f..5811027 100644
--- a/deploy/README.md
+++ b/deploy/README.md
@@ -71,6 +71,24 @@ ERYAO_DEPLOY_BIND_HOST=127.0.0.1
 ERYAO_DEPLOY_BIND_HOST=0.0.0.0
 ```
 
+### 进程配置建议
+
+生产 Compose 只启动一个 `worker-agent` 容器。Agent 任务、低频通用任务和反馈日报任务共用 `agent` 队列，不再单独常驻 `worker-general` 进程。
+
+2 核 2G 机器建议使用：
+
+```text
+ERYAO_WEB__WORKERS=1
+ERYAO_WORKER__GROUPS__AGENT__CONCURRENCY=2
+```
+
+4G 以上机器可按流量提高 Web 或 Agent worker 数量：
+
+```text
+ERYAO_WEB__WORKERS=2
+ERYAO_WORKER__GROUPS__AGENT__CONCURRENCY=2
+```
+
 ## 登录 ECR
 
 进入部署目录，并把 `.env` 加载到当前 shell：
@@ -128,7 +146,6 @@ cd deploy
 docker compose --env-file ./.env -f docker-compose.prod.yml --profile workers ps
 docker logs -f eryao-prod-backend
 docker logs -f eryao-prod-worker-agent
-docker logs -f eryao-prod-worker-general
 docker logs -f eryao-prod-redis
 ```
 
diff --git a/deploy/docker-compose.prod.yml b/deploy/docker-compose.prod.yml
index 1284570..e87d152 100644
--- a/deploy/docker-compose.prod.yml
+++ b/deploy/docker-compose.prod.yml
@@ -34,21 +34,7 @@ services:
     command:
       - sh
       - -c
-      - exec taskiq worker core.taskiq.app:worker_agent_broker core.agentscope.runtime.tasks --workers ${ERYAO_WORKER__GROUPS__AGENT__CONCURRENCY:-2}
-
-  worker-general:
-    <<: *backend-common
-    container_name: eryao-prod-worker-general
-    profiles: ["workers"]
-    environment:
-      ERYAO_RUNTIME__ENVIRONMENT: prod
-      ERYAO_RUNTIME__SERVICE_NAME: worker-general
-      ERYAO_REDIS__HOST: redis
-      ERYAO_REDIS__PORT: 6379
-    command:
-      - sh
-      - -c
-      - exec taskiq worker core.taskiq.app:worker_general_broker core.agentscope.runtime.tasks v1.feedback.tasks --workers ${ERYAO_WORKER__GROUPS__GENERAL__CONCURRENCY:-1}
+      - exec taskiq worker core.taskiq.app:worker_agent_broker core.agentscope.runtime.tasks v1.feedback.tasks --workers ${ERYAO_WORKER__GROUPS__AGENT__CONCURRENCY:-2}
 
   redis:
     image: redis:7.4.2-alpine
diff --git a/infra/scripts/app.sh b/infra/scripts/app.sh
index 6233b95..a41ef98 100755
--- a/infra/scripts/app.sh
+++ b/infra/scripts/app.sh
@@ -153,14 +153,12 @@ start() {
 
   WEB_CMD="cd '$ROOT_DIR' && PYTHONPATH=backend/src ERYAO_RUNTIME__SERVICE_NAME=web uv run uvicorn app:app --host ${ERYAO_WEB__HOST:-0.0.0.0} --port ${WEB_PORT} --workers ${ERYAO_WEB__WORKERS:-2} --log-level ${UVICORN_LOG_LEVEL}"
 
-  WORKER_AGENT_CMD="cd '$ROOT_DIR' && PYTHONPATH=backend/src ERYAO_RUNTIME__SERVICE_NAME=worker-agent uv run taskiq worker core.taskiq.app:worker_agent_broker core.agentscope.runtime.tasks --workers ${ERYAO_WORKER__GROUPS__AGENT__CONCURRENCY:-2}"
-  WORKER_GENERAL_CMD="cd '$ROOT_DIR' && PYTHONPATH=backend/src ERYAO_RUNTIME__SERVICE_NAME=worker-general uv run taskiq worker core.taskiq.app:worker_general_broker core.agentscope.runtime.tasks v1.feedback.tasks --workers ${ERYAO_WORKER__GROUPS__GENERAL__CONCURRENCY:-1}"
+  WORKER_AGENT_CMD="cd '$ROOT_DIR' && PYTHONPATH=backend/src ERYAO_RUNTIME__SERVICE_NAME=worker-agent uv run taskiq worker core.taskiq.app:worker_agent_broker core.agentscope.runtime.tasks v1.feedback.tasks --workers ${ERYAO_WORKER__GROUPS__AGENT__CONCURRENCY:-2}"
 
   echo "Starting tmux web process in session '$SESSION_NAME'..."
 
   tmux new-session -d -s "$SESSION_NAME" -n web "bash -lc \"$WEB_CMD; echo '[web] exited'; exec bash\""
   tmux new-window -t "$SESSION_NAME" -n worker-agent "bash -lc \"$WORKER_AGENT_CMD; echo '[worker-agent] exited'; exec bash\""
-  tmux new-window -t "$SESSION_NAME" -n worker-general "bash -lc \"$WORKER_GENERAL_CMD; echo '[worker-general] exited'; exec bash\""
 
   echo ""
   echo "=== App Started ==="
@@ -170,7 +168,6 @@ start() {
   echo "Log files will be created in logs/ directory:"
   echo "  - web.log, web.error.log"
   echo "  - worker-agent.log, worker-agent.error.log"
-  echo "  - worker-general.log, worker-general.error.log"
   echo ""
   echo "tmux attach -t $SESSION_NAME"
   echo "tmux list-windows -t $SESSION_NAME"