diff --git a/sci-ml/caffe2/caffe2-2.7.0.ebuild b/sci-ml/caffe2/caffe2-2.7.0.ebuild
index 1a954381cc6db..1ee026bcf1764 100644
--- a/sci-ml/caffe2/caffe2-2.7.0.ebuild
+++ b/sci-ml/caffe2/caffe2-2.7.0.ebuild
@@ -105,7 +105,7 @@ DEPEND="
 	dev-libs/pocketfft
 	dev-libs/psimd
 	sci-ml/FP16
-	sci-ml/kineto
+	~sci-ml/kineto-0.4.0_p20250214
 	$(python_gen_cond_dep '
 		dev-python/pybind11[${PYTHON_USEDEP}]
 		dev-python/pyyaml[${PYTHON_USEDEP}]
@@ -232,7 +232,7 @@ src_configure() {
 		-DUSE_GLOG=ON
 		-DUSE_GLOO=$(usex gloo)
 		-DUSE_ITT=OFF
-		-DUSE_KINETO=OFF # TODO
+		-DUSE_KINETO=ON # TODO
 		-DUSE_KLEIDIAI=OFF # TODO
 		-DUSE_MAGMA=OFF # TODO: In GURU as sci-libs/magma
 		-DUSE_MEM_EFF_ATTENTION=$(usex memefficient)
diff --git a/sci-ml/caffe2/files/caffe2-2.5.1-unbundle_kineto.patch b/sci-ml/caffe2/files/caffe2-2.5.1-unbundle_kineto.patch
index ebe931bc49b6e..0ef6cd6d01ced 100644
--- a/sci-ml/caffe2/files/caffe2-2.5.1-unbundle_kineto.patch
+++ b/sci-ml/caffe2/files/caffe2-2.5.1-unbundle_kineto.patch
@@ -20,3 +20,14 @@
  
  if(USE_KINETO)
    target_include_directories(torch_cpu PRIVATE
+--- a/cmake/Dependencies.cmake	2025-05-04 15:30:00.268862558 +0200
++++ b/cmake/Dependencies.cmake	2025-05-04 15:30:13.275934233 +0200
+@@ -1711,7 +1711,7 @@
+     endif()
+   endif()
+ 
+-  if(NOT TARGET kineto)
++  if(FALSE)
+     add_subdirectory("${KINETO_SOURCE_DIR}")
+     set_property(TARGET kineto PROPERTY POSITION_INDEPENDENT_CODE ON)
+   endif()