diff --git a/taichi/llvm/llvm_offline_cache.cpp b/taichi/llvm/llvm_offline_cache.cpp
index 542f02aebc2c7..92994fe9aa2f0 100644
--- a/taichi/llvm/llvm_offline_cache.cpp
+++ b/taichi/llvm/llvm_offline_cache.cpp
@@ -51,6 +51,20 @@ LlvmOfflineCacheFileReader::LlvmOfflineCacheFileReader(
     : path_(path), data_(std::move(data)), format_(format) {
 }
 
+bool LlvmOfflineCacheFileReader::get_field_cache(
+    LlvmOfflineCache::FieldCacheData &res,
+    int snode_tree_id) {
+  auto itr = data_.fields.find(snode_tree_id);
+  if (itr == data_.fields.end()) {
+    TI_DEBUG("Cannot find field with snode_tree_id={}", snode_tree_id);
+    return false;
+  }
+
+  const auto &loaded_field_cache = itr->second;
+  res = loaded_field_cache;  // copy assign
+  return true;
+}
+
 bool LlvmOfflineCacheFileReader::get_kernel_cache(
     LlvmOfflineCache::KernelCacheData &res,
     const std::string &key,
diff --git a/taichi/llvm/llvm_offline_cache.h b/taichi/llvm/llvm_offline_cache.h
index 56de40d4c3276..b5403982b10ba 100644
--- a/taichi/llvm/llvm_offline_cache.h
+++ b/taichi/llvm/llvm_offline_cache.h
@@ -59,10 +59,31 @@ struct LlvmOfflineCache {
 
     TI_IO_DEF(tree_id, root_id, root_size, snode_metas);
 
-    // TODO(zhanlue)
-    //  Serialize/Deserialize the llvm::Module from StructCompiler
-    //  At runtime, make sure loaded Field-Modules and Kernel-Modules are linked
-    //  altogether.
+    // TODO(zhanlue): refactor llvm::Modules
+    //
+    // struct_module will eventually get cloned into each kernel_module,
+    // so there's no need to serialize it here.
+    //
+    // We have three different types of llvm::Module
+    // 1. runtime_module: contains runtime functions.
+    // 2. struct_module: contains compiled SNodeTree in llvm::Type.
+    // 3. kernel_modules: contains compiled kernel codes.
+    //
+    // The way those modules work rely on a recursive clone mechanism:
+    //   runtime_module = load("runtime.bc")
+    //   struct_module = clone(runtime_module) + compiled-SNodeTree
+    //   kernel_module = clone(struct_module) + compiled-Kernel
+    //
+    // As a result, every kernel_module contains a copy of struct_module +
+    // runtime_module.
+    //
+    // This recursive clone mechanism is super fragile,
+    // which potentially causes inconsistency between modules if not handled
+    // properly.
+    //
+    // Let's turn to use llvm::link to bind the modules,
+    // and make runtime_module, struct_module, kernel_module independent of each
+    // other
   };
 
   // TODO(zhanlue): we need a better identifier for each FieldCacheData
@@ -83,6 +104,9 @@ class LlvmOfflineCacheFileReader {
                         const std::string &key,
                         llvm::LLVMContext &llvm_ctx);
 
+  bool get_field_cache(LlvmOfflineCache::FieldCacheData &res,
+                       int snode_tree_id);
+
   static std::unique_ptr<LlvmOfflineCacheFileReader> make(
       const std::string &path,
       LlvmOfflineCache::Format format = LlvmOfflineCache::Format::LL);