diff --git a/CMakeLists.txt b/CMakeLists.txt
index 2df4e4d..78cd11f 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -31,17 +31,14 @@ endif("${CMAKE_SOURCE_DIR}" STREQUAL "${CMAKE_BINARY_DIR}")
 # Set default flags (from opus-ng build)
 set(CMAKE_C_FLAGS "-O2 -fvisibility=hidden -fstack-protector-strong -W -Wall -Wextra -Wcast-align -Wnested-externs -Wshadow -Wstrict-prototypes")
 
-# Python tells us the CFLAGS we need for Embedding Python in a C lib
-# The default PYTHON_CONFIG works on Ubuntu 22 but will likely need to be changed for other distros
-if(NOT PYTHON_CONFIG)
-    set(PYTHON_CONFIG python3.10-config)
-endif()
-execute_process(COMMAND ${PYTHON_CONFIG} --cflags OUTPUT_VARIABLE PYTHON_C_FLAGS OUTPUT_STRIP_TRAILING_WHITESPACE)
-execute_process(COMMAND ${PYTHON_CONFIG} --ldflags --embed OUTPUT_VARIABLE PYTHON_LD_LIBS OUTPUT_STRIP_TRAILING_WHITESPACE)
-string(STRIP ${PYTHON_C_FLAGS} PYTHON_C_FLAGS)
-string(STRIP ${PYTHON_LD_LIBS} PYTHON_LD_LIBS)
-message(PYTHON_C_FLAGS="${PYTHON_C_FLAGS}")
-message(PYTHON_LD_LIBS="${PYTHON_LD_LIBS}")
+# Python tells us the CFLAGS we need for Embedding Python in a C lib.
+# We also need to make sure we select the libraries in any activated venv first,
+# in case the user is using that for e.g. NumPy/PyTorch.
+set(Python3_FIND_STRATEGY LOCATION)
+set(Python_FIND_REGISTRY LAST)
+set(CMAKE_FIND_FRAMEWORK LAST)
+find_package(Python3 COMPONENTS Interpreter Development NumPy REQUIRED)
+
 add_subdirectory(src)
 
 # Ctests ----------------------------------------------------------------------
diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt
index ceba6df..5e6180f 100644
--- a/src/CMakeLists.txt
+++ b/src/CMakeLists.txt
@@ -4,8 +4,8 @@ add_executable(lpcnet_demo lpcnet_demo.c)
 target_link_libraries(lpcnet_demo opus m)
 
 add_executable(radae_tx radae_tx.c rade_api.c)
-set_source_files_properties(rade_api.c PROPERTIES COMPILE_FLAGS "${PYTHON_C_FLAGS}")
-target_link_libraries(radae_tx ${PYTHON_LD_LIBS})
+#set_source_files_properties(rade_api.c PROPERTIES COMPILE_FLAGS "${PYTHON_C_FLAGS}")
+target_link_libraries(radae_tx Python3::Python Python3::NumPy)
 
 add_executable(radae_rx radae_rx.c rade_api.c)
-target_link_libraries(radae_rx ${PYTHON_LD_LIBS})
+target_link_libraries(radae_rx Python3::Python Python3::NumPy)