diff --git a/.github/workflows/build-cibuildwheel.yml b/.github/workflows/build-cibuildwheel.yml
index d5d44d3..5ab4210 100644
--- a/.github/workflows/build-cibuildwheel.yml
+++ b/.github/workflows/build-cibuildwheel.yml
@@ -122,11 +122,11 @@ jobs:
           # Linux-specific environment variables
           CIBW_ENVIRONMENT_LINUX: |
             CMAKE_BUILD_PARALLEL_LEVEL=8
+            CMAKE_PREFIX_PATH=$VIRTUAL_ENV
             Python_FIND_VIRTUALENV=ONLY
             Python3_FIND_VIRTUALENV=ONLY
             Python_FIND_STRATEGY=LOCATION
             Python3_FIND_STRATEGY=LOCATION
-            CMAKE_PREFIX_PATH=$VIRTUAL_ENV
             Python_EXECUTABLE=$VIRTUAL_ENV/bin/python
             Python3_EXECUTABLE=$VIRTUAL_ENV/bin/python
       
diff --git a/packages/leann-backend-hnsw/CMakeLists.txt b/packages/leann-backend-hnsw/CMakeLists.txt
index befd2b9..940fa9e 100644
--- a/packages/leann-backend-hnsw/CMakeLists.txt
+++ b/packages/leann-backend-hnsw/CMakeLists.txt
@@ -30,8 +30,34 @@ if(DEFINED SKBUILD)
     # scikit-build-core provides Python information
 endif()
 
+# Find Python - scikit-build-core should provide this
+find_package(Python REQUIRED COMPONENTS Interpreter Development.Module NumPy)
+
+# Print Python information for debugging
+message(STATUS "Python_FOUND: ${Python_FOUND}")
+message(STATUS "Python_VERSION: ${Python_VERSION}")
+message(STATUS "Python_EXECUTABLE: ${Python_EXECUTABLE}")
+message(STATUS "Python_INCLUDE_DIRS: ${Python_INCLUDE_DIRS}")
+message(STATUS "Python_NumPy_INCLUDE_DIRS: ${Python_NumPy_INCLUDE_DIRS}")
+
+# Pass Python information to faiss through cache variables
+set(Python_EXECUTABLE ${Python_EXECUTABLE} CACHE FILEPATH "Python executable" FORCE)
+set(Python_INCLUDE_DIRS ${Python_INCLUDE_DIRS} CACHE PATH "Python include dirs" FORCE)
+set(Python_NumPy_INCLUDE_DIRS ${Python_NumPy_INCLUDE_DIRS} CACHE PATH "NumPy include dirs" FORCE)
+set(Python_VERSION ${Python_VERSION} CACHE STRING "Python version" FORCE)
+set(Python_FOUND ${Python_FOUND} CACHE BOOL "Python found" FORCE)
+
+# Also set Python3 variables for compatibility
+set(Python3_EXECUTABLE ${Python_EXECUTABLE} CACHE FILEPATH "Python3 executable" FORCE)
+set(Python3_INCLUDE_DIRS ${Python_INCLUDE_DIRS} CACHE PATH "Python3 include dirs" FORCE)
+set(Python3_NumPy_INCLUDE_DIRS ${Python_NumPy_INCLUDE_DIRS} CACHE PATH "NumPy include dirs" FORCE)
+set(Python3_VERSION ${Python_VERSION} CACHE STRING "Python3 version" FORCE)
+set(Python3_FOUND ${Python_FOUND} CACHE BOOL "Python3 found" FORCE)
+set(Python3_Development_FOUND TRUE CACHE BOOL "Python3 development found" FORCE)
+set(Python3_NumPy_FOUND TRUE CACHE BOOL "Python3 NumPy found" FORCE)
+
 # Faiss configuration - streamlined build
-set(FAISS_ENABLE_PYTHON OFF CACHE BOOL "" FORCE)
+set(FAISS_ENABLE_PYTHON ON CACHE BOOL "" FORCE)
 set(FAISS_ENABLE_GPU OFF CACHE BOOL "" FORCE)
 set(FAISS_ENABLE_EXTRAS OFF CACHE BOOL "" FORCE)
 set(BUILD_TESTING OFF CACHE BOOL "" FORCE)