diff --git a/examples/basic_usage.py b/examples/basic_usage.py
index 9852f38..320d45e 100644
--- a/examples/basic_usage.py
+++ b/examples/basic_usage.py
@@ -30,4 +30,4 @@
     move_to_main_threshold=2,
 )
 req_miss_ratio, byte_miss_ratio = cache.process_trace(reader, start_req=0, max_req=1000)
-print(f"Request miss ratio: {req_miss_ratio:.4f}, Byte miss ratio: {byte_miss_ratio:.4f}")
\ No newline at end of file
+print(f"Request miss ratio: {req_miss_ratio:.4f}, Byte miss ratio: {byte_miss_ratio:.4f}")
diff --git a/libcachesim/__init__.py b/libcachesim/__init__.py
index 86baf3a..38a6fa6 100644
--- a/libcachesim/__init__.py
+++ b/libcachesim/__init__.py
@@ -19,6 +19,7 @@
 from .cache import (
     CacheBase,
     # Core algorithms
+    LHD,
     LRU,
     FIFO,
     LFU,
@@ -74,6 +75,7 @@
     # Cache base class
     "CacheBase",
     # Core cache algorithms
+    "LHD",
     "LRU",
     "FIFO",
     "LFU",
diff --git a/libcachesim/cache.py b/libcachesim/cache.py
index 94087e9..89ba182 100644
--- a/libcachesim/cache.py
+++ b/libcachesim/cache.py
@@ -6,6 +6,7 @@
     CacheObject,
     Cache,
     # Core cache algorithms
+    LHD_init,
     LRU_init,
     FIFO_init,
     LFU_init,
@@ -152,6 +153,17 @@ def _create_common_params(
 # ------------------------------------------------------------------------------------------------
 # Core cache algorithms
 # ------------------------------------------------------------------------------------------------
+class LHD(CacheBase):
+    """Least Hit Density cache (no special parameters)"""
+
+    def __init__(
+        self, cache_size: int, default_ttl: int = 86400 * 300, hashpower: int = 24, consider_obj_metadata: bool = False
+    ):
+        super().__init__(
+            _cache=LHD_init(_create_common_params(cache_size, default_ttl, hashpower, consider_obj_metadata))
+        )
+
+
 class LRU(CacheBase):
     """Least Recently Used cache (no special parameters)"""
 
diff --git a/scripts/smart_build.py b/scripts/smart_build.py
deleted file mode 100644
index 871845f..0000000
--- a/scripts/smart_build.py
+++ /dev/null
@@ -1,126 +0,0 @@
-#!/usr/bin/env python3
-"""
-Smart build script
-Automatically handles version compatibility and dependency detection
-"""
-
-import subprocess
-import sys
-import os
-import platform
-
-
-def get_macos_deployment_target():
-    """Get appropriate macOS deployment target"""
-    if sys.platform != "darwin":
-        return None
-
-    try:
-        result = subprocess.run(["sw_vers", "-productVersion"], capture_output=True, text=True, check=True)
-        macos_version = result.stdout.strip()
-        major_version = macos_version.split(".")[0]
-
-        # Set deployment target to current version
-        deployment_target = f"{major_version}.0"
-        print(f"Detected macOS version: {macos_version}, set deployment target: {deployment_target}")
-        return deployment_target
-    except Exception as e:
-        print(f"Failed to detect macOS version, using default: {e}")
-        return "14.0"
-
-
-def check_dependency(module_name):
-    """Check if a Python module is installed"""
-    try:
-        __import__(module_name)
-        return True
-    except ImportError:
-        return False
-
-
-def fix_pybind11():
-    """Fix pybind11 installation"""
-    print("Checking pybind11...")
-    subprocess.run([sys.executable, "scripts/fix_pybind11.py"], check=True)
-
-
-def build_with_flags():
-    """Build according to dependencies"""
-    # Fix pybind11
-    fix_pybind11()
-
-    # Check ML dependencies
-    xgboost_available = check_dependency("xgboost")
-    lightgbm_available = check_dependency("lightgbm")
-
-    print(f"XGBoost available: {xgboost_available}")
-    print(f"LightGBM available: {lightgbm_available}")
-
-    # Build CMake args
-    cmake_args = ["-G", "Ninja"]
-
-    # Add pybind11 path
-    try:
-        import pybind11
-
-        pybind11_dir = pybind11.get_cmake_dir()
-        cmake_args.extend([f"-Dpybind11_DIR={pybind11_dir}"])
-        print(f"Set pybind11 path: {pybind11_dir}")
-    except Exception as e:
-        print(f"Warning: failed to set pybind11 path: {e}")
-
-    # Enable GLCache if XGBoost is available
-    if xgboost_available:
-        cmake_args.extend(["-DENABLE_GLCACHE=ON"])
-        print("Enable GLCache (requires XGBoost)")
-
-    # Enable LRB and 3LCache if LightGBM is available
-    if lightgbm_available:
-        cmake_args.extend(["-DENABLE_LRB=ON", "-DENABLE_3L_CACHE=ON"])
-        print("Enable LRB and 3LCache (requires LightGBM)")
-
-    # Set macOS deployment target
-    deployment_target = get_macos_deployment_target()
-    if deployment_target:
-        cmake_args.extend([f"-DCMAKE_OSX_DEPLOYMENT_TARGET={deployment_target}"])
-
-    # Build commands
-    build_dir = "src/libCacheSim/build"
-    source_dir = "."
-
-    # Clean build directory
-    if os.path.exists(build_dir):
-        print("Cleaning build directory...")
-        subprocess.run(["rm", "-rf", build_dir], check=True)
-
-    # Run CMake configure
-    cmake_cmd = ["cmake", "-S", source_dir, "-B", build_dir] + cmake_args
-    print(f"Running: {' '.join(cmake_cmd)}")
-    subprocess.run(cmake_cmd, check=True)
-
-    # Run build
-    build_cmd = ["cmake", "--build", build_dir]
-    print(f"Running: {' '.join(build_cmd)}")
-    subprocess.run(build_cmd, check=True)
-
-    print("✓ Build completed!")
-
-
-def main():
-    print("=== libCacheSim Smart Build ===")
-    print(f"Platform: {platform.platform()}")
-    print(f"Python: {sys.version}")
-    print()
-
-    try:
-        build_with_flags()
-    except subprocess.CalledProcessError as e:
-        print(f"✗ Build failed: {e}")
-        sys.exit(1)
-    except Exception as e:
-        print(f"✗ Build exception: {e}")
-        sys.exit(1)
-
-
-if __name__ == "__main__":
-    main()
diff --git a/src/export_cache.cpp b/src/export_cache.cpp
index 8fb3f04..07d1edc 100644
--- a/src/export_cache.cpp
+++ b/src/export_cache.cpp
@@ -28,6 +28,8 @@ namespace libcachesim {
 
 namespace py = pybind11;
 
+const cache_obj_t* LHD_HIT_MARKER = reinterpret_cast<cache_obj_t *>(0x1);
+
 // Custom deleters for smart pointers
 struct CacheDeleter {
   void operator()(cache_t* ptr) const {
@@ -279,9 +281,20 @@ void export_cache(py::module& m) {
           "req"_a)
       .def(
           "find",
-          [](cache_t& self, const request_t& req, const bool update_cache) {
+          [](cache_t& self, const request_t& req, const bool update_cache) -> py::object {
             cache_obj_t* obj = self.find(&self, &req, update_cache);
-            return obj ? py::cast(obj, py::return_value_policy::reference) : py::none();
+            // Return None if obj is null (not found)
+            if (obj == nullptr) {
+                return py::none();
+            }
+            // NOTE(haocheng): For LHD only, return a dummy object for hit
+            if (obj == LHD_HIT_MARKER) {
+                cache_obj_t* dummy_obj = static_cast<cache_obj_t*>(calloc(1, sizeof(cache_obj_t)));
+                dummy_obj->obj_id = req.obj_id;
+                dummy_obj->obj_size = req.obj_size;
+                return py::cast(std::unique_ptr<cache_obj_t, CacheObjectDeleter>(dummy_obj));
+            }
+            return py::cast(obj, py::return_value_policy::reference);
           },
           "req"_a, "update_cache"_a = true)
       .def(
diff --git a/src/libCacheSim b/src/libCacheSim
index e8a7194..06bddc5 160000
--- a/src/libCacheSim
+++ b/src/libCacheSim
@@ -1 +1 @@
-Subproject commit e8a7194d861857d4c4481b53cf24a1bfd33df2ad
+Subproject commit 06bddc566194d58931feb26d343ea2111c20860f
diff --git a/tests/test_cache.py b/tests/test_cache.py
index c339b91..9eb2c86 100644
--- a/tests/test_cache.py
+++ b/tests/test_cache.py
@@ -9,6 +9,7 @@
 import os
 from libcachesim import (
     # Basic algorithms
+    LHD,
     LRU,
     FIFO,
     LFU,
@@ -71,6 +72,7 @@ class TestCacheBasicFunctionality:
     @pytest.mark.parametrize(
         "cache_class",
         [
+            LHD,
             LRU,
             FIFO,
             LFU,
@@ -109,10 +111,14 @@ def test_cache_initialization(self, cache_class):
                 pytest.skip(f"Cache {cache_class.__name__} failed to initialize: {e}")
 
     @pytest.mark.parametrize(
-        "cache_class", [LRU, FIFO, LFU, ARC, Clock, Random, S3FIFO, Sieve, LIRS, TwoQ, SLRU, WTinyLFU]
+        "cache_class", [LHD, LRU, FIFO, LFU, ARC, Clock, Random, S3FIFO, Sieve, LIRS, TwoQ, SLRU, WTinyLFU]
     )
     def test_basic_get_and_insert(self, cache_class):
         """Test basic get and insert operations"""
+        if cache_class == LHD:
+            pytest.skip("LHD's insert always returns None")
+
+
         cache = cache_class(1024 * 1024)  # 1MB cache
 
         # Create a request
@@ -141,6 +147,7 @@ def test_basic_get_and_insert(self, cache_class):
     @pytest.mark.parametrize(
         "cache_class",
         [
+            LHD,
             LRU,
             FIFO,
             LFU,
@@ -192,6 +199,7 @@ def test_cache_eviction(self, cache_class):
     @pytest.mark.parametrize(
         "cache_class",
         [
+            LHD,
             LRU,
             FIFO,
             LFU,
@@ -239,6 +247,7 @@ def test_cache_find_method(self, cache_class):
     @pytest.mark.parametrize(
         "cache_class",
         [
+            LHD,
             LRU,
             FIFO,
             LFU,
diff --git a/uv.lock b/uv.lock
index 528bc6d..168f7ba 100644
--- a/uv.lock
+++ b/uv.lock
@@ -113,7 +113,7 @@ wheels = [
 
 [[package]]
 name = "libcachesim"
-version = "0.3.2"
+version = "0.3.3.post2"
 source = { editable = "." }
 dependencies = [
     { name = "boto3" },
@@ -125,11 +125,6 @@ dependencies = [
 ]
 
 [package.optional-dependencies]
-all = [
-    { name = "lightgbm" },
-    { name = "xgboost", version = "2.1.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "xgboost", version = "3.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
-]
 dev = [
     { name = "mypy" },
     { name = "pre-commit" },
@@ -143,7 +138,6 @@ test = [
 [package.metadata]
 requires-dist = [
     { name = "boto3" },
-    { name = "lightgbm", marker = "extra == 'all'" },
     { name = "mypy", marker = "extra == 'dev'", specifier = ">=1.0.0" },
     { name = "numpy", specifier = ">=1.20.0" },
     { name = "pre-commit", marker = "extra == 'dev'" },
@@ -152,30 +146,8 @@ requires-dist = [
     { name = "pytest", marker = "extra == 'dev'" },
     { name = "pytest", marker = "extra == 'test'" },
     { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.7.0" },
-    { name = "xgboost", marker = "extra == 'all'" },
-]
-provides-extras = ["test", "dev", "all"]
-
-[[package]]
-name = "lightgbm"
-version = "4.6.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" },
-    { name = "numpy", version = "2.3.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
-    { name = "scipy", version = "1.13.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" },
-    { name = "scipy", version = "1.16.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/68/0b/a2e9f5c5da7ef047cc60cef37f86185088845e8433e54d2e7ed439cce8a3/lightgbm-4.6.0.tar.gz", hash = "sha256:cb1c59720eb569389c0ba74d14f52351b573af489f230032a1c9f314f8bab7fe", size = 1703705, upload-time = "2025-02-15T04:03:03.111Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/f2/75/cffc9962cca296bc5536896b7e65b4a7cdeb8db208e71b9c0133c08f8f7e/lightgbm-4.6.0-py3-none-macosx_10_15_x86_64.whl", hash = "sha256:b7a393de8a334d5c8e490df91270f0763f83f959574d504c7ccb9eee4aef70ed", size = 2010151, upload-time = "2025-02-15T04:02:50.961Z" },
-    { url = "https://files.pythonhosted.org/packages/21/1b/550ee378512b78847930f5d74228ca1fdba2a7fbdeaac9aeccc085b0e257/lightgbm-4.6.0-py3-none-macosx_12_0_arm64.whl", hash = "sha256:2dafd98d4e02b844ceb0b61450a660681076b1ea6c7adb8c566dfd66832aafad", size = 1592172, upload-time = "2025-02-15T04:02:53.937Z" },
-    { url = "https://files.pythonhosted.org/packages/64/41/4fbde2c3d29e25ee7c41d87df2f2e5eda65b431ee154d4d462c31041846c/lightgbm-4.6.0-py3-none-manylinux2014_aarch64.whl", hash = "sha256:4d68712bbd2b57a0b14390cbf9376c1d5ed773fa2e71e099cac588703b590336", size = 3454567, upload-time = "2025-02-15T04:02:56.443Z" },
-    { url = "https://files.pythonhosted.org/packages/42/86/dabda8fbcb1b00bcfb0003c3776e8ade1aa7b413dff0a2c08f457dace22f/lightgbm-4.6.0-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:cb19b5afea55b5b61cbb2131095f50538bd608a00655f23ad5d25ae3e3bf1c8d", size = 3569831, upload-time = "2025-02-15T04:02:58.925Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/23/f8b28ca248bb629b9e08f877dd2965d1994e1674a03d67cd10c5246da248/lightgbm-4.6.0-py3-none-win_amd64.whl", hash = "sha256:37089ee95664b6550a7189d887dbf098e3eadab03537e411f52c63c121e3ba4b", size = 1451509, upload-time = "2025-02-15T04:03:01.515Z" },
 ]
+provides-extras = ["test", "dev"]
 
 [[package]]
 name = "mypy"
@@ -444,15 +416,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/78/e3/6690b3f85a05506733c7e90b577e4762517404ea78bab2ca3a5cb1aeb78d/numpy-2.3.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:6936aff90dda378c09bea075af0d9c675fe3a977a9d2402f95a87f440f59f619", size = 12977811, upload-time = "2025-07-24T21:29:18.234Z" },
 ]
 
-[[package]]
-name = "nvidia-nccl-cu12"
-version = "2.27.6"
-source = { registry = "https://pypi.org/simple" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/d2/cb/1e59f430360e73b203a0e9c9342a371b7d563e14cadb1cd76ed196d5f40c/nvidia_nccl_cu12-2.27.6-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:75f802521688026853ede67ec0337846214905a2f1571bb6e01ca3bb97c586ce", size = 322600048, upload-time = "2025-07-15T18:24:26.712Z" },
-    { url = "https://files.pythonhosted.org/packages/af/a0/271bd709800f946e92128d9927ab7462559858a25b48f285a617d447bd48/nvidia_nccl_cu12-2.27.6-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:8be9c0a7d7f95489f407593ad3842ba66bbb7c3370622c3592efb6dd67540968", size = 322547257, upload-time = "2025-07-15T18:24:45.24Z" },
-]
-
 [[package]]
 name = "packaging"
 version = "25.0"
@@ -643,171 +606,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6d/4f/d073e09df851cfa251ef7840007d04db3293a0482ce607d2b993926089be/s3transfer-0.13.1-py3-none-any.whl", hash = "sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724", size = 85308, upload-time = "2025-07-18T19:22:40.947Z" },
 ]
 
-[[package]]
-name = "scipy"
-version = "1.13.1"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version < '3.10'",
-]
-dependencies = [
-    { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/ae/00/48c2f661e2816ccf2ecd77982f6605b2950afe60f60a52b4cbbc2504aa8f/scipy-1.13.1.tar.gz", hash = "sha256:095a87a0312b08dfd6a6155cbbd310a8c51800fc931b8c0b84003014b874ed3c", size = 57210720, upload-time = "2024-05-23T03:29:26.079Z" }
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