diff --git a/taichi/backends/cpu/aot_module_builder_impl.h b/taichi/backends/cpu/aot_module_builder_impl.h
index 1d81fa41d7c2e..039174aa88503 100644
--- a/taichi/backends/cpu/aot_module_builder_impl.h
+++ b/taichi/backends/cpu/aot_module_builder_impl.h
@@ -9,6 +9,11 @@ namespace lang {
 namespace cpu {
 
 class AotModuleBuilderImpl : public LlvmAotModuleBuilder {
+ public:
+  explicit AotModuleBuilderImpl(LlvmProgramImpl *prog)
+      : LlvmAotModuleBuilder(prog) {
+  }
+
  private:
   CodeGenLLVM::CompiledData compile_kernel(Kernel *kernel) override;
 };
diff --git a/taichi/backends/cpu/aot_module_loader_impl.cpp b/taichi/backends/cpu/aot_module_loader_impl.cpp
index e2ff3b2ecf0f6..16c297dced325 100644
--- a/taichi/backends/cpu/aot_module_loader_impl.cpp
+++ b/taichi/backends/cpu/aot_module_loader_impl.cpp
@@ -44,11 +44,6 @@ class AotModuleImpl : public LlvmAotModule {
     TI_NOT_IMPLEMENTED;
     return nullptr;
   }
-
-  std::unique_ptr<aot::Field> make_new_field(const std::string &name) override {
-    TI_NOT_IMPLEMENTED;
-    return nullptr;
-  }
 };
 
 }  // namespace
diff --git a/taichi/backends/cuda/aot_module_builder_impl.h b/taichi/backends/cuda/aot_module_builder_impl.h
index f0fdc74e14f9c..94ac89380d1e0 100644
--- a/taichi/backends/cuda/aot_module_builder_impl.h
+++ b/taichi/backends/cuda/aot_module_builder_impl.h
@@ -9,6 +9,11 @@ namespace lang {
 namespace cuda {
 
 class AotModuleBuilderImpl : public LlvmAotModuleBuilder {
+ public:
+  explicit AotModuleBuilderImpl(LlvmProgramImpl *prog)
+      : LlvmAotModuleBuilder(prog) {
+  }
+
  private:
   CodeGenLLVM::CompiledData compile_kernel(Kernel *kernel) override;
 };
diff --git a/taichi/backends/cuda/aot_module_loader_impl.cpp b/taichi/backends/cuda/aot_module_loader_impl.cpp
index b08efdc9632da..69bf52d749772 100644
--- a/taichi/backends/cuda/aot_module_loader_impl.cpp
+++ b/taichi/backends/cuda/aot_module_loader_impl.cpp
@@ -44,11 +44,6 @@ class AotModuleImpl : public LlvmAotModule {
     TI_NOT_IMPLEMENTED;
     return nullptr;
   }
-
-  std::unique_ptr<aot::Field> make_new_field(const std::string &name) override {
-    TI_NOT_IMPLEMENTED;
-    return nullptr;
-  }
 };
 
 }  // namespace
diff --git a/taichi/ir/snode.cpp b/taichi/ir/snode.cpp
index 1a583cda431b5..f36511cb27b5f 100644
--- a/taichi/ir/snode.cpp
+++ b/taichi/ir/snode.cpp
@@ -326,7 +326,7 @@ void SNode::set_snode_tree_id(int id) {
   snode_tree_id_ = id;
 }
 
-int SNode::get_snode_tree_id() {
+int SNode::get_snode_tree_id() const {
   return snode_tree_id_;
 }
 
diff --git a/taichi/ir/snode.h b/taichi/ir/snode.h
index 8a21721c2a7bc..da7560501d97f 100644
--- a/taichi/ir/snode.h
+++ b/taichi/ir/snode.h
@@ -354,7 +354,7 @@ class SNode {
 
   void set_snode_tree_id(int id);
 
-  int get_snode_tree_id();
+  int get_snode_tree_id() const;
 
   static void reset_counter() {
     counter = 0;
diff --git a/taichi/llvm/llvm_aot_module_builder.cpp b/taichi/llvm/llvm_aot_module_builder.cpp
index d23ee5c47c564..664ee933893c9 100644
--- a/taichi/llvm/llvm_aot_module_builder.cpp
+++ b/taichi/llvm/llvm_aot_module_builder.cpp
@@ -2,6 +2,7 @@
 
 #include <algorithm>
 #include "taichi/llvm/launch_arg_info.h"
+#include "taichi/llvm/llvm_program.h"
 
 namespace taichi {
 namespace lang {
@@ -34,5 +35,37 @@ void LlvmAotModuleBuilder::add_per_backend(const std::string &identifier,
   cache_.kernels[identifier] = std::move(kcache);
 }
 
+void LlvmAotModuleBuilder::add_field_per_backend(const std::string &identifier,
+                                                 const SNode *rep_snode,
+                                                 bool is_scalar,
+                                                 DataType dt,
+                                                 std::vector<int> shape,
+                                                 int row_num,
+                                                 int column_num) {
+  // Field refers to a leaf node(Place SNode) in a SNodeTree.
+  // It makes no sense to just serialize the leaf node or its corresponding
+  // branch. Instead, the minimal unit we have to serialize is the entire
+  // SNodeTree. Note that SNodeTree's uses snode_tree_id as its identifier,
+  // rather than the field's name. (multiple fields may end up referring to the
+  // same SNodeTree)
+
+  // 1. Find snode_tree_id
+  int snode_tree_id = rep_snode->get_snode_tree_id();
+
+  // 2. Fetch Cache from the Program
+  // Kernel compilation is not allowed until all the Fields are finalized,
+  // so we finished SNodeTree compilation during AOTModuleBuilder construction.
+  //
+  // By the time "add_field_per_backend()" is called,
+  // SNodeTrees should have already been finalized,
+  // with compiled info stored in LlvmProgramImpl::cache_data_.
+  TI_ASSERT(prog_ != nullptr);
+  LlvmOfflineCache::FieldCacheData field_cache =
+      prog_->get_cached_field(snode_tree_id);
+
+  // 3. Update AOT Cache
+  cache_.fields[snode_tree_id] = std::move(field_cache);
+}
+
 }  // namespace lang
 }  // namespace taichi
diff --git a/taichi/llvm/llvm_aot_module_builder.h b/taichi/llvm/llvm_aot_module_builder.h
index b88133a761783..857f237c4a73c 100644
--- a/taichi/llvm/llvm_aot_module_builder.h
+++ b/taichi/llvm/llvm_aot_module_builder.h
@@ -9,6 +9,9 @@ namespace lang {
 
 class LlvmAotModuleBuilder : public AotModuleBuilder {
  public:
+  explicit LlvmAotModuleBuilder(LlvmProgramImpl *prog) : prog_(prog) {
+  }
+
   void dump(const std::string &output_dir,
             const std::string &filename) const override;
 
@@ -16,8 +19,17 @@ class LlvmAotModuleBuilder : public AotModuleBuilder {
   void add_per_backend(const std::string &identifier, Kernel *kernel) override;
   virtual CodeGenLLVM::CompiledData compile_kernel(Kernel *kernel) = 0;
 
+  void add_field_per_backend(const std::string &identifier,
+                             const SNode *rep_snode,
+                             bool is_scalar,
+                             DataType dt,
+                             std::vector<int> shape,
+                             int row_num,
+                             int column_num) override;
+
  private:
   mutable LlvmOfflineCache cache_;
+  LlvmProgramImpl *prog_ = nullptr;
 };
 
 }  // namespace lang
diff --git a/taichi/llvm/llvm_aot_module_loader.cpp b/taichi/llvm/llvm_aot_module_loader.cpp
index 5d725927388d7..99ca51f665363 100644
--- a/taichi/llvm/llvm_aot_module_loader.cpp
+++ b/taichi/llvm/llvm_aot_module_loader.cpp
@@ -17,6 +17,24 @@ class KernelImpl : public aot::Kernel {
   FunctionType fn_;
 };
 
+class FieldImpl : public aot::Field {
+ public:
+  explicit FieldImpl(const LlvmOfflineCache::FieldCacheData &field)
+      : field_(field) {
+  }
+
+  explicit FieldImpl(LlvmOfflineCache::FieldCacheData &&field)
+      : field_(std::move(field)) {
+  }
+
+  LlvmOfflineCache::FieldCacheData get_field() const {
+    return field_;
+  }
+
+ private:
+  LlvmOfflineCache::FieldCacheData field_;
+};
+
 }  // namespace
 
 LlvmOfflineCache::KernelCacheData LlvmAotModule::load_kernel_from_cache(
@@ -37,5 +55,42 @@ std::unique_ptr<aot::Kernel> LlvmAotModule::make_new_kernel(
   return std::make_unique<KernelImpl>(fn);
 }
 
+std::unique_ptr<aot::Field> LlvmAotModule::make_new_field(
+    const std::string &name) {
+  // Check if "name" represents snode_tree_id.
+  // Avoid using std::atoi due to its poor error handling.
+  char *end;
+  int snode_tree_id = static_cast<int>(strtol(name.c_str(), &end, 10 /*base*/));
+
+  TI_ASSERT(end != name.c_str());
+  TI_ASSERT(*end == '\0');
+
+  // Load FieldCache
+  LlvmOfflineCache::FieldCacheData loaded;
+  auto ok = cache_reader_->get_field_cache(loaded, snode_tree_id);
+  TI_ERROR_IF(!ok, "Failed to load field with id={}", snode_tree_id);
+
+  return std::make_unique<FieldImpl>(std::move(loaded));
+}
+
+void finalize_aot_field(aot::Module *aot_module,
+                        aot::Field *aot_field,
+                        uint64 *result_buffer) {
+  auto *llvm_aot_module = dynamic_cast<LlvmAotModule *>(aot_module);
+  auto *aot_field_impl = dynamic_cast<FieldImpl *>(aot_field);
+
+  TI_ASSERT(llvm_aot_module != nullptr);
+  TI_ASSERT(aot_field_impl != nullptr);
+
+  auto *llvm_prog = llvm_aot_module->get_program();
+  const auto &field_cache = aot_field_impl->get_field();
+
+  int snode_tree_id = field_cache.tree_id;
+  if (!llvm_aot_module->is_snode_tree_initialized(snode_tree_id)) {
+    llvm_prog->initialize_llvm_runtime_snodes(field_cache, result_buffer);
+    llvm_aot_module->set_initialized_snode_tree(snode_tree_id);
+  }
+}
+
 }  // namespace lang
 }  // namespace taichi
diff --git a/taichi/llvm/llvm_aot_module_loader.h b/taichi/llvm/llvm_aot_module_loader.h
index b5e8f527cea67..1e4e093bcfc2c 100644
--- a/taichi/llvm/llvm_aot_module_loader.h
+++ b/taichi/llvm/llvm_aot_module_loader.h
@@ -6,6 +6,10 @@
 namespace taichi {
 namespace lang {
 
+TI_DLL_EXPORT void finalize_aot_field(aot::Module *aot_module,
+                                      aot::Field *aot_field,
+                                      uint64 *result_buffer);
+
 class LlvmAotModule : public aot::Module {
  public:
   explicit LlvmAotModule(const std::string &module_path,
@@ -27,6 +31,18 @@ class LlvmAotModule : public aot::Module {
     return 0;
   }
 
+  LlvmProgramImpl *const get_program() {
+    return program_;
+  }
+
+  void set_initialized_snode_tree(int snode_tree_id) {
+    initialized_snode_tree_ids.insert(snode_tree_id);
+  }
+
+  bool is_snode_tree_initialized(int snode_tree_id) {
+    return initialized_snode_tree_ids.count(snode_tree_id);
+  }
+
  protected:
   virtual FunctionType convert_module_to_function(
       const std::string &name,
@@ -38,8 +54,13 @@ class LlvmAotModule : public aot::Module {
   std::unique_ptr<aot::Kernel> make_new_kernel(
       const std::string &name) override;
 
+  std::unique_ptr<aot::Field> make_new_field(const std::string &name) override;
+
   LlvmProgramImpl *const program_{nullptr};
   std::unique_ptr<LlvmOfflineCacheFileReader> cache_reader_{nullptr};
+
+  // To prevent repeated SNodeTree initialization
+  std::unordered_set<int> initialized_snode_tree_ids;
 };
 
 }  // namespace lang
diff --git a/taichi/llvm/llvm_offline_cache.h b/taichi/llvm/llvm_offline_cache.h
index b5403982b10ba..54b7356903eb0 100644
--- a/taichi/llvm/llvm_offline_cache.h
+++ b/taichi/llvm/llvm_offline_cache.h
@@ -95,7 +95,7 @@ struct LlvmOfflineCache {
   std::unordered_map<std::string, KernelCacheData>
       kernels;  // key = kernel_name
 
-  TI_IO_DEF(kernels);
+  TI_IO_DEF(fields, kernels);
 };
 
 class LlvmOfflineCacheFileReader {
diff --git a/taichi/llvm/llvm_program.cpp b/taichi/llvm/llvm_program.cpp
index eea60dad165f7..a805ade265e37 100644
--- a/taichi/llvm/llvm_program.cpp
+++ b/taichi/llvm/llvm_program.cpp
@@ -273,37 +273,22 @@ std::unique_ptr<StructCompiler> LlvmProgramImpl::compile_snode_tree_types_impl(
 }
 
 void LlvmProgramImpl::compile_snode_tree_types(SNodeTree *tree) {
-  compile_snode_tree_types_impl(tree);
-}
-
-static LlvmOfflineCache::FieldCacheData construct_filed_cache_data(
-    const SNodeTree &tree,
-    const StructCompiler &struct_compiler) {
-  LlvmOfflineCache::FieldCacheData ret;
-  ret.tree_id = tree.id();
-  ret.root_id = tree.root()->id;
-  ret.root_size = struct_compiler.root_size;
-
-  const auto &snodes = struct_compiler.snodes;
-  for (size_t i = 0; i < snodes.size(); i++) {
-    LlvmOfflineCache::FieldCacheData::SNodeCacheData snode_cache_data;
-    snode_cache_data.id = snodes[i]->id;
-    snode_cache_data.type = snodes[i]->type;
-    snode_cache_data.cell_size_bytes = snodes[i]->cell_size_bytes;
-    snode_cache_data.chunk_size = snodes[i]->chunk_size;
-
-    ret.snode_metas.emplace_back(std::move(snode_cache_data));
-  }
+  auto struct_compiler = compile_snode_tree_types_impl(tree);
+  int snode_tree_id = tree->id();
+  int root_id = tree->root()->id;
 
-  return ret;
+  // Add compiled result to Cache
+  cache_field(snode_tree_id, root_id, *struct_compiler);
 }
 
 void LlvmProgramImpl::materialize_snode_tree(SNodeTree *tree,
                                              uint64 *result_buffer) {
-  auto struct_compiler = compile_snode_tree_types_impl(tree);
+  compile_snode_tree_types(tree);
+  int snode_tree_id = tree->id();
 
-  auto field_cache_data = construct_filed_cache_data(*tree, *struct_compiler);
-  initialize_llvm_runtime_snodes(field_cache_data, result_buffer);
+  TI_ASSERT(cache_data_.fields.find(snode_tree_id) != cache_data_.fields.end());
+  initialize_llvm_runtime_snodes(cache_data_.fields.at(snode_tree_id),
+                                 result_buffer);
 }
 
 uint64 LlvmProgramImpl::fetch_result_uint64(int i, uint64 *result_buffer) {
@@ -365,12 +350,12 @@ void LlvmProgramImpl::print_list_manager_info(void *list_manager,
 
 std::unique_ptr<AotModuleBuilder> LlvmProgramImpl::make_aot_module_builder() {
   if (config->arch == Arch::x64 || config->arch == Arch::arm64) {
-    return std::make_unique<cpu::AotModuleBuilderImpl>();
+    return std::make_unique<cpu::AotModuleBuilderImpl>(this);
   }
 
 #if defined(TI_WITH_CUDA)
   if (config->arch == Arch::cuda) {
-    return std::make_unique<cuda::AotModuleBuilderImpl>();
+    return std::make_unique<cuda::AotModuleBuilderImpl>(this);
   }
 #endif
 
@@ -701,6 +686,33 @@ void LlvmProgramImpl::cache_kernel(
   kernel_cache.offloaded_task_list = std::move(offloaded_task_list);
 }
 
+void LlvmProgramImpl::cache_field(int snode_tree_id,
+                                  int root_id,
+                                  const StructCompiler &struct_compiler) {
+  if (cache_data_.fields.find(snode_tree_id) != cache_data_.fields.end()) {
+    // [TODO] check and update the Cache, instead of simply return.
+    return;
+  }
+
+  LlvmOfflineCache::FieldCacheData ret;
+  ret.tree_id = snode_tree_id;
+  ret.root_id = root_id;
+  ret.root_size = struct_compiler.root_size;
+
+  const auto &snodes = struct_compiler.snodes;
+  for (size_t i = 0; i < snodes.size(); i++) {
+    LlvmOfflineCache::FieldCacheData::SNodeCacheData snode_cache_data;
+    snode_cache_data.id = snodes[i]->id;
+    snode_cache_data.type = snodes[i]->type;
+    snode_cache_data.cell_size_bytes = snodes[i]->cell_size_bytes;
+    snode_cache_data.chunk_size = snodes[i]->chunk_size;
+
+    ret.snode_metas.emplace_back(std::move(snode_cache_data));
+  }
+
+  cache_data_.fields[snode_tree_id] = std::move(ret);
+}
+
 void LlvmProgramImpl::dump_cache_data_to_disk() {
   if (config->offline_cache && !cache_data_.kernels.empty()) {
     LlvmOfflineCacheFileWriter writer{};
diff --git a/taichi/llvm/llvm_program.h b/taichi/llvm/llvm_program.h
index 69378ee660bf1..2eec64dd8e7bd 100644
--- a/taichi/llvm/llvm_program.h
+++ b/taichi/llvm/llvm_program.h
@@ -118,10 +118,27 @@ class LlvmProgramImpl : public ProgramImpl {
                     std::vector<LlvmOfflineCache::OffloadedTaskCacheData>
                         &&offloaded_task_list);
 
+  void cache_field(int snode_tree_id,
+                   int root_id,
+                   const StructCompiler &struct_compiler);
+
+  LlvmOfflineCache::FieldCacheData get_cached_field(int snode_tree_id) const {
+    TI_ASSERT(cache_data_.fields.find(snode_tree_id) !=
+              cache_data_.fields.end());
+    return cache_data_.fields.at(snode_tree_id);
+  }
+
   Device *get_compute_device() override {
     return device_.get();
   }
 
+  /**
+   * Initializes the SNodes for LLVM based backends.
+   */
+  void initialize_llvm_runtime_snodes(
+      const LlvmOfflineCache::FieldCacheData &field_cache_data,
+      uint64 *result_buffer);
+
  private:
   std::unique_ptr<llvm::Module> clone_struct_compiler_initial_context(
       bool has_multiple_snode_trees,
@@ -129,12 +146,6 @@ class LlvmProgramImpl : public ProgramImpl {
 
   std::unique_ptr<StructCompiler> compile_snode_tree_types_impl(
       SNodeTree *tree);
-  /**
-   * Initializes the SNodes for LLVM based backends.
-   */
-  void initialize_llvm_runtime_snodes(
-      const LlvmOfflineCache::FieldCacheData &field_cache_data,
-      uint64 *result_buffer);
 
   uint64 fetch_result_uint64(int i, uint64 *result_buffer);