diff --git a/taichi/aot/module_loader.h b/taichi/aot/module_loader.h
index 634f8462e92ec..354b61d607581 100644
--- a/taichi/aot/module_loader.h
+++ b/taichi/aot/module_loader.h
@@ -72,9 +72,6 @@ class TI_DLL_EXPORT Module {
 
  protected:
   virtual std::unique_ptr<Kernel> make_new_kernel(const std::string &name) = 0;
-
- private:
-  std::unordered_map<std::string, std::unique_ptr<Kernel>> loaded_kernels_;
 };
 
 // Only responsible for reporting device capabilities
diff --git a/taichi/backends/metal/aot_module_loader_impl.cpp b/taichi/backends/metal/aot_module_loader_impl.cpp
index a02192c6c7115..c5d48cc7c90b8 100644
--- a/taichi/backends/metal/aot_module_loader_impl.cpp
+++ b/taichi/backends/metal/aot_module_loader_impl.cpp
@@ -8,6 +8,17 @@ namespace lang {
 namespace metal {
 namespace {
 
+class FieldImpl : public aot::Field {
+ public:
+  explicit FieldImpl(KernelManager *runtime, const CompiledFieldData &field)
+      : runtime_(runtime), field_(field) {
+  }
+
+ private:
+  KernelManager *const runtime_;
+  CompiledFieldData field_;
+};
+
 class KernelImpl : public aot::Kernel {
  public:
   explicit KernelImpl(KernelManager *runtime, const std::string &kernel_name)
diff --git a/taichi/backends/vulkan/aot_module_loader_impl.cpp b/taichi/backends/vulkan/aot_module_loader_impl.cpp
index 249d0fea570f0..44265cb684ddd 100644
--- a/taichi/backends/vulkan/aot_module_loader_impl.cpp
+++ b/taichi/backends/vulkan/aot_module_loader_impl.cpp
@@ -12,6 +12,17 @@ namespace {
 
 using KernelHandle = VkRuntime::KernelHandle;
 
+class FieldImpl : public aot::Field {
+ public:
+  explicit FieldImpl(VkRuntime *runtime, const aot::CompiledFieldData &field)
+      : runtime_(runtime), field_(field) {
+  }
+
+ private:
+  VkRuntime *const runtime_;
+  aot::CompiledFieldData field_;
+};
+
 class KernelImpl : public aot::Kernel {
  public:
   explicit KernelImpl(VkRuntime *runtime, KernelHandle handle)
@@ -53,7 +64,12 @@ class AotModuleImpl : public aot::Module {
   }
 
   std::unique_ptr<aot::Field> get_field(const std::string &name) override {
-    TI_NOT_IMPLEMENTED;
+    aot::CompiledFieldData field;
+    if (!get_field_data_by_name(name, field)) {
+      TI_DEBUG("Failed to load field {}", name);
+      return nullptr;
+    }
+    return std::make_unique<FieldImpl>(runtime_, field);
   }
 
   size_t get_root_size() const override {
@@ -69,6 +85,17 @@ class AotModuleImpl : public aot::Module {
   }
 
  private:
+  bool get_field_data_by_name(const std::string &name,
+                              aot::CompiledFieldData &field) {
+    for (int i = 0; i < ti_aot_data_.fields.size(); ++i) {
+      if (ti_aot_data_.fields[i].field_name.rfind(name, 0) == 0) {
+        field = ti_aot_data_.fields[i];
+        return true;
+      }
+    }
+    return false;
+  }
+
   bool get_kernel_params_by_name(const std::string &name,
                                  VkRuntime::RegisterParams &kernel) {
     for (int i = 0; i < ti_aot_data_.kernels.size(); ++i) {
diff --git a/taichi/backends/vulkan/aot_module_loader_impl.h b/taichi/backends/vulkan/aot_module_loader_impl.h
index 37e28d01f6388..5329e889420c2 100644
--- a/taichi/backends/vulkan/aot_module_loader_impl.h
+++ b/taichi/backends/vulkan/aot_module_loader_impl.h
@@ -21,6 +21,7 @@ struct AotModuleParams {
 };
 
 std::unique_ptr<aot::Module> make_aot_module(std::any mod_params);
+
 }  // namespace vulkan
 }  // namespace lang
 }  // namespace taichi
diff --git a/taichi/backends/vulkan/runtime.cpp b/taichi/backends/vulkan/runtime.cpp
index 96325f2c848b6..fe2a1bf4ab04f 100644
--- a/taichi/backends/vulkan/runtime.cpp
+++ b/taichi/backends/vulkan/runtime.cpp
@@ -591,15 +591,32 @@ void VkRuntime::add_root_buffer(size_t root_buffer_size) {
     root_buffer_size = 4;  // there might be empty roots
   }
   std::unique_ptr<DeviceAllocationGuard> new_buffer =
-      device_->allocate_memory_unique(
-          {root_buffer_size,
-           /*host_write=*/false, /*host_read=*/false,
-           /*export_sharing=*/false, AllocUsage::Storage});
+      device_->allocate_memory_unique({root_buffer_size,
+                                       /*host_write=*/true, /*host_read=*/true,
+                                       /*export_sharing=*/false,
+                                       AllocUsage::Storage});
   Stream *stream = device_->get_compute_stream();
   auto cmdlist = stream->new_command_list();
   cmdlist->buffer_fill(new_buffer->get_ptr(0), root_buffer_size, /*data=*/0);
   stream->submit_synced(cmdlist.get());
   root_buffers_.push_back(std::move(new_buffer));
+  // cache the root buffer size
+  root_buffers_size_map_[root_buffers_.back().get()] = root_buffer_size;
+}
+
+DeviceAllocation *VkRuntime::get_root_buffer(int id) const {
+  if (id >= root_buffers_.size()) {
+    TI_ERROR("root buffer id {} not found", id);
+  }
+  return root_buffers_[id].get();
+}
+
+size_t VkRuntime::get_root_buffer_size(int id) const {
+  auto it = root_buffers_size_map_.find(root_buffers_[id].get());
+  if (id >= root_buffers_.size() || it == root_buffers_size_map_.end()) {
+    TI_ERROR("root buffer id {} not found", id);
+  }
+  return it->second;
 }
 
 VkRuntime::RegisterParams run_codegen(
diff --git a/taichi/backends/vulkan/runtime.h b/taichi/backends/vulkan/runtime.h
index d862dcf5cf755..fecf9812ccb4f 100644
--- a/taichi/backends/vulkan/runtime.h
+++ b/taichi/backends/vulkan/runtime.h
@@ -106,6 +106,10 @@ class TI_DLL_EXPORT VkRuntime {
 
   void add_root_buffer(size_t root_buffer_size);
 
+  DeviceAllocation *get_root_buffer(int id) const;
+
+  size_t get_root_buffer_size(int id) const;
+
  private:
   friend class taichi::lang::vulkan::SNodeTreeManager;
 
@@ -125,6 +129,8 @@ class TI_DLL_EXPORT VkRuntime {
   high_res_clock::time_point current_cmdlist_pending_since_;
 
   std::vector<std::unique_ptr<CompiledTaichiKernel>> ti_kernels_;
+
+  std::unordered_map<DeviceAllocation *, size_t> root_buffers_size_map_;
 };
 
 VkRuntime::RegisterParams run_codegen(
diff --git a/tests/cpp/aot/aot_save_load_test.cpp b/tests/cpp/aot/aot_save_load_test.cpp
index 45885d7e28bf8..9810b79d75b5c 100644
--- a/tests/cpp/aot/aot_save_load_test.cpp
+++ b/tests/cpp/aot/aot_save_load_test.cpp
@@ -127,7 +127,7 @@ TEST(AotSaveLoad, Vulkan) {
       aot::Module::load(".", Arch::vulkan, mod_params);
   EXPECT_TRUE(vk_module);
 
-  // Retrieve kernels/fields/etc from AOT module to initialize runtime
+  // Retrieve kernels/fields/etc from AOT module
   auto root_size = vk_module->get_root_size();
   EXPECT_EQ(root_size, 64);
   vulkan_runtime->add_root_buffer(root_size);
@@ -146,8 +146,8 @@ TEST(AotSaveLoad, Vulkan) {
   ret_kernel->launch(&host_ctx);
   vulkan_runtime->synchronize();
 
-  // auto x_field = vk_module.get_field("x");
-  // EXPECT_TRUE(x_field);
-  // x_field.copy_to(/*dst=*/x.get());
+  // Retrieve data
+  auto x_field = vk_module->get_field("place");
+  EXPECT_NE(x_field, nullptr);
 }
 #endif