diff --git a/CMakeLists.txt b/CMakeLists.txt
index f3552a5..3126a48 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -17,7 +17,8 @@ add_executable(rtc_plugins
         util/RTCContext.cpp
         rtc_plugins.cpp
         util/RTCContext.cpp
-        util/numpyConfig.h)
+        util/numpyConfig.h
+        util/numpyStub.h)
 
 add_library(rtc_plugins_lib SHARED rtc_plugins.cpp
         util/RTCContext.cpp)
diff --git a/rtc_plugins.cpp b/rtc_plugins.cpp
index e0b5edf..1a0cf09 100644
--- a/rtc_plugins.cpp
+++ b/rtc_plugins.cpp
@@ -1,8 +1,18 @@
 // rtc_plugins.cpp
 
-#include "./util/numpyConfig.h"
+//#include "./util/numpyConfig.h"
 #include "./util/RTCContext.h"
 
+#define PY_ARRAY_UNIQUE_SYMBOL RTC_PLUGINS_ARRAY_API_IMPL  // 内部实现专用符号
+#define NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION
+
+#include <numpy/arrayobject.h>
+
+// 提供转换接口
+void** get_numpy_api() {
+    return (void**)RTC_PLUGINS_ARRAY_API_IMPL;
+}
+
 
 namespace py = boost::python;
 
diff --git a/util/RTCContext.cpp b/util/RTCContext.cpp
index a58e289..b4b777c 100644
--- a/util/RTCContext.cpp
+++ b/util/RTCContext.cpp
@@ -72,10 +72,13 @@ void RTCContext::onAudioProcess(const char* roomId, const char* peerId,
                   << " (max: " << std::numeric_limits<npy_intp>::max() << ")" << std::endl;
 
 
-        if (!PyArray_API) {
+        auto numpyApi = RTCContext::numpy_api();
+        if (!numpyApi) {
             PyGILState_Release(gstate);
             throw std::runtime_error("NumPy C-API not initialized. Call import_array() in module init");
         }
+        using PyArray_SimpleNew_t = PyObject*(*)(int, npy_intp*, int);
+        auto PyArray_SimpleNew = reinterpret_cast<PyArray_SimpleNew_t>(numpy_api[93]);
 
         // 3. 严格校验输入数据
         if (!audioFrame.data || audioFrame.dataCount <= 0) {
@@ -92,12 +95,10 @@ void RTCContext::onAudioProcess(const char* roomId, const char* peerId,
 
         // 5. 创建NumPy数组（带内存保护）
         PyObject* pyArray = nullptr;
-        {
-            pyArray = PyArray_SimpleNew(1, dims, NPY_INT16);
-            if (!pyArray) {
-                PyGILState_Release(gstate);
-                throw std::bad_alloc();
-            }
+        pyArray = PyArray_SimpleNew(1, dims, NPY_INT16);
+        if (!pyArray) {
+            PyGILState_Release(gstate);
+            throw std::bad_alloc();
         }
 
         // 6. 安全拷贝数据（带对齐检查）
diff --git a/util/RTCContext.h b/util/RTCContext.h
index d55ac11..d93697c 100644
--- a/util/RTCContext.h
+++ b/util/RTCContext.h
@@ -2,8 +2,7 @@
 #pragma once
 
 //#include "numpyConfig.h"
-
-extern void* RTC_PLUGINS_ARRAY_API[];
+#include "numpyStub.h"
 
 #include "IMRTCEngine.hpp"
 #include "MRTCEngineDefine.hpp"
@@ -57,6 +56,13 @@ public:
         static RTCContext instance;
         return instance;
     }
+    static void** numpy_api() {
+        static void** api = [](){
+            // 延迟获取实际指针
+            return reinterpret_cast<void**>(RTC_PLUGINS_ARRAY_API);
+        }();
+        return api;
+    }
     RTCContext(const RTCContext&) = delete;
     RTCContext& operator=(const RTCContext&) = delete;
     mrtc::IMRTCEngine* getRtcEngine() const;
diff --git a/util/numpyStub.h b/util/numpyStub.h
new file mode 100644
index 0000000..1f46e76
--- /dev/null
+++ b/util/numpyStub.h
@@ -0,0 +1,13 @@
+// numpy_stub.h
+#pragma once
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+// 声明为不完整类型（阻止链接器匹配）
+extern struct NumPyAPIWrapper* RTC_PLUGINS_ARRAY_API;
+
+#ifdef __cplusplus
+}
+#endif
\ No newline at end of file