diff --git a/.gitmodules b/.gitmodules
new file mode 100644
index 00000000..2562c49e
--- /dev/null
+++ b/.gitmodules
@@ -0,0 +1,3 @@
+[submodule "LLMDebugger"]
+	path = LLMDebugger
+	url = https://github.com/FloridSleeves/LLMDebugger.git
diff --git a/LLMDebugger b/LLMDebugger
new file mode 160000
index 00000000..49ac191f
--- /dev/null
+++ b/LLMDebugger
@@ -0,0 +1 @@
+Subproject commit 49ac191f181d47911cf38e5b9944fbbe6d4a6e60
diff --git a/examples/smart_minion/brain.py b/examples/smart_minion/brain.py
index 928df852..0918f870 100644
--- a/examples/smart_minion/brain.py
+++ b/examples/smart_minion/brain.py
@@ -29,8 +29,10 @@ async def smart_brain():
     brain = Brain(
         python_env=RpycPythonEnv(port=python_env_config.get("port", 3007)), 
         llm=llm,
-        #llms={"route": [ "llama3.2","llama3.1"]}
+        llms={"route": [ "llama3.2","llama3.1"]}
     )
+    # obs, score, *_ = await brain.step(query="what's the solution for game of 24 for 4 3 9 8")
+    # print(obs)
 
     # 从 HumanEval/88 提取的测试用例
     test_data = {
diff --git a/examples/smart_minion/human_eval/evalute_human_eval_error.py b/examples/smart_minion/human_eval/evalute_human_eval_error.py
index e1ea5d5d..7f42c0d7 100644
--- a/examples/smart_minion/human_eval/evalute_human_eval_error.py
+++ b/examples/smart_minion/human_eval/evalute_human_eval_error.py
@@ -304,7 +304,7 @@ async def main():
     # 使用新的数据集运行评估
     correct, count, matched_ids, mismatched_ids = await evaluate_dataset(
         mismatched_data, 
-        run_filename=f"run_human_eval_test_{model}4.json",
+        run_filename=f"run_human_eval_test3_{model}2.json",
         continue_process=True, 
         concurrency_count=60
     )
diff --git a/examples/smart_minion/human_eval/human_eval_config.json b/examples/smart_minion/human_eval/human_eval_config.json
index d149b9f3..e5e7a00d 100644
--- a/examples/smart_minion/human_eval/human_eval_config.json
+++ b/examples/smart_minion/human_eval/human_eval_config.json
@@ -5,7 +5,7 @@
     {
       "name": "cot",
       "count": 1,
-      "check": true,
+      "check": 3,
       "post_processing": "extract_python"
     }
   ],
diff --git a/minion/main/__init__.py b/minion/main/__init__.py
index 1256ea58..dd16a059 100644
--- a/minion/main/__init__.py
+++ b/minion/main/__init__.py
@@ -1,5 +1,33 @@
-from . import minion
-from . import worker
-from . import check_route
-from . import check
+from minion.main.worker import (
+    WorkerMinion,
+    NativeMinion,
+    CotMinion,
+    PythonMinion,
+    MathMinion,
+    PlanMinion,
+    MathPlanMinion,
+    MultiPlanMinion,
+    OptillmMinion,
+)
+
+try:
+    from minion.main.ldb_worker import LDBMinion
+    HAS_LDB = True
+except ImportError:
+    HAS_LDB = False
+
+__all__ = [
+    'WorkerMinion',
+    'NativeMinion', 
+    'CotMinion',
+    'PythonMinion',
+    'MathMinion',
+    'PlanMinion',
+    'MathPlanMinion',
+    'MultiPlanMinion',
+    'OptillmMinion',
+]
+
+if HAS_LDB:
+    __all__.append('LDBMinion')
 
diff --git a/minion/main/input.py b/minion/main/input.py
index 113ef4a7..0222cd90 100644
--- a/minion/main/input.py
+++ b/minion/main/input.py
@@ -15,6 +15,16 @@
 from minion.utils.utils import extract_number_from_string
 from minion.utils.answer_extraction import extract_math_answer, extract_python
 
+import os
+import sys
+
+# 获取LLMDebugger/programming的绝对路径
+debugger_path = os.path.abspath(os.path.join(os.path.dirname(__file__), '..', '..', 'LLMDebugger', 'programming'))
+sys.path.append(debugger_path)
+
+# 现在可以直接导入PyGenerator等模块
+from PyGenerator import xxx
+
 
 class PostProcessingType(str, Enum):
     NONE = "none"
diff --git a/requirements.txt b/requirements.txt
index aa96a2ef..4a486752 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -27,3 +27,15 @@ antlr4-python3-runtime
 ell-ai
 optillm
 aiofiles
+
+#ldb dependencies
+jsonlines==3.1.0
+datasets
+astunparse
+transformers
+accelerate
+astor
+graphviz
+#vllm
+astroid
+#ldb dependencies
\ No newline at end of file