diff --git a/mllm/CMakeLists.txt b/mllm/CMakeLists.txt
index 05e670275..f28afdce2 100644
--- a/mllm/CMakeLists.txt
+++ b/mllm/CMakeLists.txt
@@ -15,6 +15,7 @@ add_library(
   mllm.cpp
   backends/base/Backend.cpp
   backends/base/Allocator.cpp
+  backends/base/PluginSystem.cpp
   ${MLLM_RT_CORE_SRC}
   ${MLLM_RT_UTILS_SRC}
   ${MLLM_RT_ENGINE_SRC}
diff --git a/mllm/backends/base/PluginInterface.cpp b/mllm/backends/base/PluginInterface.cpp
deleted file mode 100644
index 8a948dbc3..000000000
--- a/mllm/backends/base/PluginInterface.cpp
+++ /dev/null
@@ -1,2 +0,0 @@
-// Copyright (c) MLLM Team.
-// Licensed under the MIT License.
diff --git a/mllm/backends/base/PluginInterface.hpp b/mllm/backends/base/PluginInterface.hpp
index 73fbb6aa8..867d34d33 100644
--- a/mllm/backends/base/PluginInterface.hpp
+++ b/mllm/backends/base/PluginInterface.hpp
@@ -4,9 +4,21 @@
 
 #include "mllm/core/BaseOp.hpp"
 
+#define MLLM_PLUGIN_OP_PACKAGE_DESCRIPTOR_VERSION 1
+#define MLLM_PLUGIN_OP_PACKAGE_NAME_LEN 256
+#define MLLM_PLUGIN_OP_PACKAGE_DESCRIPTOR_LEN 256
+
+#define MLLM_PLUGIN_OP_INTERFACE_DEFINE_BEGIN \
+  extern "C" {                                \
+  void* opPackageDescriptor();
+#define MLLM_PLUGIN_OP_INTERFACE_DEFINE_END }
+
 namespace mllm::plugin::interface {
 
-class CustomizedOp : BaseOp {};
+class CustomizedOp : public BaseOp {
+ public:
+  explicit CustomizedOp(const std::string& name) : BaseOp(OpTypes::kDynamicOp_Start) { setName(name); }
+};
 
 template<typename CargoT>
 class CustomizedOpFactory : protected TypedOpFactory<OpTypes::kDynamicOp_Start, CargoT> {
@@ -17,3 +29,20 @@ class CustomizedOpFactory : protected TypedOpFactory<OpTypes::kDynamicOp_Start,
 };
 
 }  // namespace mllm::plugin::interface
+
+extern "C" {
+
+typedef void* (*OpFactoryCreateFunc)();    // NOLINT
+typedef void (*OpFactoryFreeFunc)(void*);  // NOLINT
+
+struct PluginOpPackageDescriptor {
+  int32_t version = MLLM_PLUGIN_OP_PACKAGE_DESCRIPTOR_VERSION;
+  char name[MLLM_PLUGIN_OP_PACKAGE_NAME_LEN];
+
+  int32_t device_type;
+  int32_t op_factories_count = 0;
+  char op_factories_names[MLLM_PLUGIN_OP_PACKAGE_DESCRIPTOR_LEN][MLLM_PLUGIN_OP_PACKAGE_NAME_LEN];
+  OpFactoryCreateFunc op_factory_create_funcs[MLLM_PLUGIN_OP_PACKAGE_DESCRIPTOR_LEN];
+  OpFactoryFreeFunc op_factory_free_funcs[MLLM_PLUGIN_OP_PACKAGE_DESCRIPTOR_LEN];
+};
+}
diff --git a/mllm/backends/base/PluginSystem.cpp b/mllm/backends/base/PluginSystem.cpp
index 7abb452e7..bf007c42d 100644
--- a/mllm/backends/base/PluginSystem.cpp
+++ b/mllm/backends/base/PluginSystem.cpp
@@ -1,16 +1,97 @@
 // Copyright (c) MLLM Team.
 // Licensed under the MIT License.
 
+#ifdef _WIN32
+#include <windows.h>
+#else
+#include <dlfcn.h>
+#endif
+
+#include <string>
+#include <stdexcept>
+
 #include "mllm/engine/Context.hpp"
 #include "mllm/backends/base/PluginSystem.hpp"
 
 namespace mllm::plugin {
 
-int32_t OpPluginSystem::registerCustomizedOp(DeviceTypes device_type, const std::shared_ptr<BaseOpFactory>& factory) {
+OpPluginSystem::~OpPluginSystem() {
+#ifdef _WIN32
+  for (auto handle : loaded_libraries_) {
+    if (handle) { FreeLibrary(handle); }
+  }
+#else
+  for (auto handle : loaded_libraries_) {
+    if (handle) { dlclose(handle); }
+  }
+#endif
+  for (auto descriptor : op_packages_) {
+    if (descriptor) { delete descriptor; }
+  }
+}
+
+void OpPluginSystem::loadOpPackage(const std::string& path) {
+  // 1. DLOPEN
+#ifdef _WIN32
+  HMODULE handle = LoadLibraryA(path.c_str());
+  if (!handle) { throw std::runtime_error("Failed to load plugin library on Windows: " + path); }
+#else  // Linux and other Unix-like systems
+  void* handle = dlopen(path.c_str(), RTLD_LAZY);
+  if (!handle) {
+    throw std::runtime_error("Failed to load plugin library on Linux and other Unix-like systems: " + std::string(dlerror()));
+  }
+#endif
+
+  // 2. Call function opPackageDescriptor() in the library
+  typedef void* (*DescriptorFunc)();  // NOLINT
+#ifdef _WIN32
+  DescriptorFunc descriptor = (DescriptorFunc)GetProcAddress(handle, "opPackageDescriptor");
+  if (!descriptor) {
+    FreeLibrary(handle);
+    throw std::runtime_error("Failed to find opPackageDescriptor function in plugin: " + path);
+  }
+#else
+  DescriptorFunc descriptor = (DescriptorFunc)dlsym(handle, "opPackageDescriptor");
+  if (!descriptor) {
+    dlclose(handle);
+    throw std::runtime_error("Failed to find opPackageDescriptor function in plugin: " + std::string(dlerror()));
+  }
+#endif
+
+  // 3. Cast void* return to PluginOpPackageDescriptor*
+  void* result = descriptor();
+  PluginOpPackageDescriptor* package_descriptor = static_cast<PluginOpPackageDescriptor*>(result);
+  MLLM_RT_ASSERT(package_descriptor != nullptr);
+  op_packages_.push_back(package_descriptor);
+  loaded_libraries_.push_back(handle);
+
+  // 4. Load all factory to the backend
+  MLLM_INFO("Load customized op package: {}, find op nums: {}", package_descriptor->name,
+            package_descriptor->op_factories_count);
+  for (int i = 0; i < package_descriptor->op_factories_count; ++i) {
+    std::shared_ptr<BaseOpFactory> factory((BaseOpFactory*)(package_descriptor->op_factory_create_funcs[i]()),
+                                           [&package_descriptor, &i](BaseOpFactory* ptr) {
+                                             // FIXME: will raise error
+                                             // package_descriptor->op_factory_free_funcs[i](ptr);
+                                           });
+    registerCustomizedOp(static_cast<DeviceTypes>(package_descriptor->device_type),
+                         std::string(package_descriptor->op_factories_names[i]), factory);
+  }
+}
+
+int32_t OpPluginSystem::registerCustomizedOp(DeviceTypes device_type, const std::string& name,
+                                             const std::shared_ptr<BaseOpFactory>& factory) {
   auto op_type_ret = ++dynamic_op_type_counter_;
-  Context::instance().getBackend(device_type)->regOpFactory(factory);
   factory->__forceSetType(op_type_ret);
+  Context::instance().getBackend(device_type)->regOpFactory(factory);
+  if (!op_name_table_.has(device_type)) { op_name_table_.reg(device_type, SymbolTable<op_name_t, op_type_t>{}); }
+  op_name_table_[device_type].reg(name, op_type_ret);
+  MLLM_INFO("Register customized op: {}:{} -> {}", name, op_type_ret, deviceTypes2Str(device_type));
   return op_type_ret;
 }
 
+int32_t OpPluginSystem::lookupCustomizedOp(DeviceTypes device_type, const std::string& name) {
+  return op_name_table_[device_type][name];
+}
+
 }  // namespace mllm::plugin
diff --git a/mllm/backends/base/PluginSystem.hpp b/mllm/backends/base/PluginSystem.hpp
index 67a2c5a2b..2e5533214 100644
--- a/mllm/backends/base/PluginSystem.hpp
+++ b/mllm/backends/base/PluginSystem.hpp
@@ -12,6 +12,7 @@
 #include "mllm/core/OpTypes.hpp"
 #include "mllm/core/DeviceTypes.hpp"
 #include "mllm/utils/SymbolTable.hpp"
+#include "mllm/backends/base/PluginInterface.hpp"
 
 namespace mllm::plugin {
 
@@ -20,11 +21,25 @@ class OpPluginSystem {
   using op_type_t = int32_t;
   using op_name_t = std::string;
 
-  int32_t registerCustomizedOp(DeviceTypes device_type, const std::shared_ptr<BaseOpFactory>& factory);
+  OpPluginSystem() = default;
+
+  ~OpPluginSystem();
+
+  void loadOpPackage(const std::string& path);
+
+  int32_t registerCustomizedOp(DeviceTypes device_type, const std::string& name, const std::shared_ptr<BaseOpFactory>& factory);
+
+  int32_t lookupCustomizedOp(DeviceTypes device_type, const std::string& name);
 
  private:
   int32_t dynamic_op_type_counter_ = (int32_t)OpTypes::kDynamicOp_Start;
-  SymbolTable<op_type_t, op_name_t> op_name_table_;
+  SymbolTable<DeviceTypes, SymbolTable<op_name_t, op_type_t>> op_name_table_;
+  std::vector<PluginOpPackageDescriptor*> op_packages_;
+#ifdef _WIN32
+  std::vector<HMODULE> loaded_libraries_;
+#else
+  std::vector<void*> loaded_libraries_;
+#endif
 };
 
 }  // namespace mllm::plugin
diff --git a/mllm/core/BaseOp.cpp b/mllm/core/BaseOp.cpp
index 39109d7e5..b86000269 100644
--- a/mllm/core/BaseOp.cpp
+++ b/mllm/core/BaseOp.cpp
@@ -23,4 +23,6 @@ void BaseOp::setDeviceType(DeviceTypes device_type) { device_type_ = device_type
 
 OpTypes BaseOp::getOpType() const { return op_type_; }
 
+void BaseOp::setOpType(OpTypes op_type) { op_type_ = op_type; }
+
 }  // namespace mllm
diff --git a/mllm/core/BaseOp.hpp b/mllm/core/BaseOp.hpp
index b2629f9d5..0ca8e6d9f 100644
--- a/mllm/core/BaseOp.hpp
+++ b/mllm/core/BaseOp.hpp
@@ -173,6 +173,8 @@ class BaseOp : public std::enable_shared_from_this<BaseOp> {
 
   OpTypes getOpType() const;
 
+  void setOpType(OpTypes op_type);
+
  private:
   DeviceTypes device_type_;
   std::string name_;
diff --git a/mllm/engine/Context.cpp b/mllm/engine/Context.cpp
index 5c9f0ffb6..e7de7c79c 100644
--- a/mllm/engine/Context.cpp
+++ b/mllm/engine/Context.cpp
@@ -124,4 +124,10 @@ void Context::setPrintMaxElementsPerDim(int max_elements) { print_max_elements_p
 
 int Context::getPrintMaxElementsPerDim() const { return print_max_elements_per_dim_; }
 
+void Context::loadOpPackage(const std::string& path) { op_plugin_system_.loadOpPackage(path); }
+
+int32_t Context::lookupCustomizedOpId(DeviceTypes device_type, const std::string& name) {
+  return op_plugin_system_.lookupCustomizedOp(device_type, name);
+}
+
 }  // namespace mllm
diff --git a/mllm/engine/Context.hpp b/mllm/engine/Context.hpp
index fe0b0bc84..19eb63158 100644
--- a/mllm/engine/Context.hpp
+++ b/mllm/engine/Context.hpp
@@ -14,6 +14,7 @@
 #include "mllm/utils/SymbolTable.hpp"
 #include "mllm/engine/MemoryManager.hpp"
 #include "mllm/backends/base/Backend.hpp"
+#include "mllm/backends/base/PluginSystem.hpp"
 
 namespace mllm {
 
@@ -61,10 +62,17 @@ class Context {
 
   int getPrintMaxElementsPerDim() const;
 
+  void loadOpPackage(const std::string& path);
+
+  int32_t lookupCustomizedOpId(DeviceTypes device_type, const std::string& name);
+
  private:
   // NOTE: Context should be made private in singleton design pattern.
   Context();
 
+  // Plugin system
+  plugin::OpPluginSystem op_plugin_system_;
+
   uint64_t random_seed_ = 42;
   uint64_t random_state_ = 42;
   SessionTCB::ptr_t main_thread_;
diff --git a/mllm/mllm.cpp b/mllm/mllm.cpp
index 580c59a77..808f0fdb4 100644
--- a/mllm/mllm.cpp
+++ b/mllm/mllm.cpp
@@ -58,6 +58,8 @@ void cleanThisThread() {
 
 SessionTCB::ptr_t thisThread() { return Context::instance().thisThread(); }
 
+void loadOpPackage(const std::string& path) { Context::instance().loadOpPackage(path); }
+
 ParameterFile::ptr_t load(const std::string& file_name, ModelFileVersion v, DeviceTypes map_2_device) {
   if (v == ModelFileVersion::kV1 && map_2_device == kCPU) {
     return ParameterFileIOImpl<kCPU, ModelFileVersion::kV1>::read(file_name);
diff --git a/mllm/mllm.hpp b/mllm/mllm.hpp
index 152435fbb..0c70a7446 100644
--- a/mllm/mllm.hpp
+++ b/mllm/mllm.hpp
@@ -178,6 +178,8 @@ void cleanThisThread();
 
 SessionTCB::ptr_t thisThread();
 
+void loadOpPackage(const std::string& path);
+
 ParameterFile::ptr_t load(const std::string& file_name, ModelFileVersion version = ModelFileVersion::kV1,
                           DeviceTypes map_2_device = kCPU);
 
diff --git a/tests/CMakeLists.txt b/tests/CMakeLists.txt
index 4769286f9..ff5442f27 100644
--- a/tests/CMakeLists.txt
+++ b/tests/CMakeLists.txt
@@ -1,6 +1,7 @@
 add_subdirectory(nn)
 add_subdirectory(core)
 add_subdirectory(utils)
+add_subdirectory(plugin)
 add_subdirectory(engine)
 add_subdirectory(compile)
 
diff --git a/tests/plugin/CMakeLists.txt b/tests/plugin/CMakeLists.txt
new file mode 100644
index 000000000..c3a4a8fe2
--- /dev/null
+++ b/tests/plugin/CMakeLists.txt
@@ -0,0 +1,7 @@
+add_executable(Mllm-Test-Plugin-HostTest HostTest.cpp)
+target_link_libraries(Mllm-Test-Plugin-HostTest PRIVATE MllmRT MllmCPUBackend)
+target_include_directories(Mllm-Test-Plugin-HostTest PRIVATE ${MLLM_INCLUDE_DIR})
+
+add_library(CustomPackageForHostTest SHARED CustomPackageForHostTest.cpp)
+target_link_libraries(CustomPackageForHostTest PRIVATE MllmRT MllmCPUBackend)
+target_include_directories(CustomPackageForHostTest PRIVATE ${MLLM_INCLUDE_DIR})
diff --git a/tests/plugin/CustomPackageForHostTest.cpp b/tests/plugin/CustomPackageForHostTest.cpp
new file mode 100644
index 000000000..8354b7b4a
--- /dev/null
+++ b/tests/plugin/CustomPackageForHostTest.cpp
@@ -0,0 +1,36 @@
+#include "CustomPackageForHostTest.hpp"
+
+MLLM_PLUGIN_OP_INTERFACE_DEFINE_BEGIN
+void* createCustomOp1Factory() { return new CustomOp1Factory(); };
+
+void freeCustomOp1Factory(void* factory) { delete static_cast<CustomOp1Factory*>(factory); };
+
+void* createCustomOp2Factory() { return new CustomOp2Factory(); };
+
+void freeCustomOp2Factory(void* factory) { delete static_cast<CustomOp2Factory*>(factory); };
+
+void* opPackageDescriptor() {
+  auto package = new PluginOpPackageDescriptor{
+      .version = MLLM_PLUGIN_OP_PACKAGE_DESCRIPTOR_VERSION,
+      .name = "CustomPackageForHostTest",
+      .device_type = 1,
+      .op_factories_count = 2,
+      .op_factories_names =
+          {
+              "custom_op1",
+              "custom_op2",
+          },
+      .op_factory_create_funcs =
+          {
+              createCustomOp1Factory,
+              createCustomOp2Factory,
+          },
+      .op_factory_free_funcs =
+          {
+              freeCustomOp1Factory,
+              freeCustomOp2Factory,
+          },
+  };
+  return package;
+}
+MLLM_PLUGIN_OP_INTERFACE_DEFINE_END
diff --git a/tests/plugin/CustomPackageForHostTest.hpp b/tests/plugin/CustomPackageForHostTest.hpp
new file mode 100644
index 000000000..5591532e7
--- /dev/null
+++ b/tests/plugin/CustomPackageForHostTest.hpp
@@ -0,0 +1,70 @@
+// Copyright (c) MLLM Team.
+// Licensed under the MIT License.
+#include "mllm/mllm.hpp"
+#include "mllm/backends/base/PluginInterface.hpp"
+
+struct CustomOp1Options : public mllm::BaseOpOptions<CustomOp1Options> {
+  int32_t data = 0;
+};
+
+class CustomOp1 final : public mllm::plugin::interface::CustomizedOp {
+ public:
+  explicit CustomOp1(const CustomOp1Options& options) : CustomizedOp("custom_op1"), options_(options) {}
+
+  void load(const mllm::ParameterFile::ptr_t& ploader) override {};
+
+  void trace(void* trace_context, const std::vector<mllm::Tensor>& inputs, std::vector<mllm::Tensor>& outputs) override {};
+
+  void forward(const std::vector<mllm::Tensor>& inputs, std::vector<mllm::Tensor>& outputs) override {
+    MLLM_INFO("Hello from custom op1, data: {}", options_.data);
+  }
+
+  void reshape(const std::vector<mllm::Tensor>& inputs, std::vector<mllm::Tensor>& outputs) override {}
+
+  void setup(const std::vector<mllm::Tensor>& inputs, std::vector<mllm::Tensor>& outputs) override {}
+
+ protected:
+  CustomOp1Options options_;
+};
+
+class CustomOp1Factory final : public mllm::plugin::interface::CustomizedOpFactory<CustomOp1Options> {
+ public:
+  inline std::shared_ptr<mllm::BaseOp> createOpImpl(const CustomOp1Options& cargo) override {
+    auto p = std::make_shared<CustomOp1>(cargo);
+    p->setOpType(opType());
+    return p;
+  }
+};
+
+struct CustomOp2Options : public mllm::BaseOpOptions<CustomOp2Options> {
+  int32_t data = 0;
+};
+
+class CustomOp2 final : public mllm::plugin::interface::CustomizedOp {
+ public:
+  explicit CustomOp2(const CustomOp2Options& options) : CustomizedOp("custom_op2"), options_(options) {}
+
+  void load(const mllm::ParameterFile::ptr_t& ploader) override {};
+
+  void trace(void* trace_context, const std::vector<mllm::Tensor>& inputs, std::vector<mllm::Tensor>& outputs) override {};
+
+  void forward(const std::vector<mllm::Tensor>& inputs, std::vector<mllm::Tensor>& outputs) override {
+    MLLM_INFO("Hello from custom op2, data: {}", options_.data);
+  }
+
+  void reshape(const std::vector<mllm::Tensor>& inputs, std::vector<mllm::Tensor>& outputs) override {}
+
+  void setup(const std::vector<mllm::Tensor>& inputs, std::vector<mllm::Tensor>& outputs) override {}
+
+ protected:
+  CustomOp2Options options_;
+};
+
+class CustomOp2Factory final : public mllm::plugin::interface::CustomizedOpFactory<CustomOp2Options> {
+ public:
+  inline std::shared_ptr<mllm::BaseOp> createOpImpl(const CustomOp2Options& cargo) override {
+    auto p = std::make_shared<CustomOp2>(cargo);
+    p->setOpType(opType());
+    return p;
+  }
+};
diff --git a/tests/plugin/HostTest.cpp b/tests/plugin/HostTest.cpp
new file mode 100644
index 000000000..a9459f885
--- /dev/null
+++ b/tests/plugin/HostTest.cpp
@@ -0,0 +1,12 @@
+#include "mllm/mllm.hpp"
+#include "CustomPackageForHostTest.hpp"
+
+MLLM_MAIN({
+  mllm::loadOpPackage("./libCustomPackageForHostTest.so");
+  std::vector<mllm::Tensor> inputs, outputs;
+  auto op = mllm::Context::instance()
+                .getBackend(mllm::kCPU)
+                ->createOp((mllm::OpTypes)mllm::Context::instance().lookupCustomizedOpId(mllm::kCPU, "custom_op1"),
+                           CustomOp1Options{.data = 42});
+  op->forward(inputs, outputs);
+})