diff --git a/.ci_support/linux_64_blas_implgenericchannel_targetsconda-forge_maincuda_compiler_version12.9is_rcFalse.yaml b/.ci_support/linux_64_blas_implgenericchannel_targetsconda-forge_maincuda_compiler_version12.9is_rcFalse.yaml
deleted file mode 100644
index 128dd0f1..00000000
--- a/.ci_support/linux_64_blas_implgenericchannel_targetsconda-forge_maincuda_compiler_version12.9is_rcFalse.yaml
+++ /dev/null
@@ -1,82 +0,0 @@
-blas_impl:
-- generic
-c_compiler:
-- gcc
-c_compiler_version:
-- '14'
-c_stdlib:
-- sysroot
-c_stdlib_version:
-- '2.17'
-channel_sources:
-- conda-forge
-channel_targets:
-- conda-forge main
-cuda_compiler:
-- cuda-nvcc
-cuda_compiler_version:
-- '12.9'
-cudnn:
-- '9'
-cxx_compiler:
-- gxx
-cxx_compiler_version:
-- '14'
-docker_image:
-- quay.io/condaforge/linux-anvil-x86_64:alma9
-fmt:
-- '12.0'
-github_actions_labels:
-- cirun-openstack-gpu-2xlarge
-is_rc:
-- 'False'
-libabseil:
-- '20250512'
-libblas:
-- 3.9.* *netlib
-libcblas:
-- 3.9.* *netlib
-liblapack:
-- 3.9.* *netlib
-libmagma_sparse:
-- '2.9'
-libprotobuf:
-- 6.31.1
-libtorch:
-- '2.7'
-magma:
-- '2.9'
-mkl:
-- '2025'
-mkl_devel:
-- '2025'
-nccl:
-- '2'
-numpy:
-- '2'
-orc:
-- 2.2.1
-pin_run_as_build:
-  python:
-    min_pin: x.x
-    max_pin: x.x
-pybind11_abi:
-- '11'
-python:
-- 3.10.* *_cpython
-- 3.11.* *_cpython
-- 3.12.* *_cpython
-- 3.13.* *_cp313
-pytorch:
-- '2.7'
-target_platform:
-- linux-64
-zip_keys:
-- - c_compiler_version
-  - cxx_compiler_version
-  - c_stdlib_version
-  - cuda_compiler_version
-- - channel_targets
-  - is_rc
-zlib:
-- '1'
diff --git a/.ci_support/linux_64_blas_implgenericchannel_targetsconda-forge_maincuda_compiler_versionNoneis_rcFalse.yaml b/.ci_support/linux_64_blas_implgenericchannel_targetsconda-forge_maincuda_compiler_versionNoneis_rcFalse.yaml
deleted file mode 100644
index 96be2927..00000000
--- a/.ci_support/linux_64_blas_implgenericchannel_targetsconda-forge_maincuda_compiler_versionNoneis_rcFalse.yaml
+++ /dev/null
@@ -1,82 +0,0 @@
-blas_impl:
-- generic
-c_compiler:
-- gcc
-c_compiler_version:
-- '14'
-c_stdlib:
-- sysroot
-c_stdlib_version:
-- '2.17'
-channel_sources:
-- conda-forge
-channel_targets:
-- conda-forge main
-cuda_compiler:
-- cuda-nvcc
-cuda_compiler_version:
-- None
-cudnn:
-- '9'
-cxx_compiler:
-- gxx
-cxx_compiler_version:
-- '14'
-docker_image:
-- quay.io/condaforge/linux-anvil-x86_64:alma9
-fmt:
-- '12.0'
-github_actions_labels:
-- cirun-openstack-gpu-2xlarge
-is_rc:
-- 'False'
-libabseil:
-- '20250512'
-libblas:
-- 3.9.* *netlib
-libcblas:
-- 3.9.* *netlib
-liblapack:
-- 3.9.* *netlib
-libmagma_sparse:
-- '2.9'
-libprotobuf:
-- 6.31.1
-libtorch:
-- '2.7'
-magma:
-- '2.9'
-mkl:
-- '2025'
-mkl_devel:
-- '2025'
-nccl:
-- '2'
-numpy:
-- '2'
-orc:
-- 2.2.1
-pin_run_as_build:
-  python:
-    min_pin: x.x
-    max_pin: x.x
-pybind11_abi:
-- '11'
-python:
-- 3.10.* *_cpython
-- 3.11.* *_cpython
-- 3.12.* *_cpython
-- 3.13.* *_cp313
-pytorch:
-- '2.7'
-target_platform:
-- linux-64
-zip_keys:
-- - c_compiler_version
-  - cxx_compiler_version
-  - c_stdlib_version
-  - cuda_compiler_version
-- - channel_targets
-  - is_rc
-zlib:
-- '1'
diff --git a/.ci_support/linux_64_blas_implmklchannel_targetsconda-forge_maincuda_compiler_version12.9is_rcFalse.yaml b/.ci_support/linux_64_blas_implmklchannel_targetsconda-forge_maincuda_compiler_version12.9is_rcFalse.yaml
deleted file mode 100644
index 1134e6b0..00000000
--- a/.ci_support/linux_64_blas_implmklchannel_targetsconda-forge_maincuda_compiler_version12.9is_rcFalse.yaml
+++ /dev/null
@@ -1,82 +0,0 @@
-blas_impl:
-- mkl
-c_compiler:
-- gcc
-c_compiler_version:
-- '14'
-c_stdlib:
-- sysroot
-c_stdlib_version:
-- '2.17'
-channel_sources:
-- conda-forge
-channel_targets:
-- conda-forge main
-cuda_compiler:
-- cuda-nvcc
-cuda_compiler_version:
-- '12.9'
-cudnn:
-- '9'
-cxx_compiler:
-- gxx
-cxx_compiler_version:
-- '14'
-docker_image:
-- quay.io/condaforge/linux-anvil-x86_64:alma9
-fmt:
-- '12.0'
-github_actions_labels:
-- cirun-openstack-gpu-2xlarge
-is_rc:
-- 'False'
-libabseil:
-- '20250512'
-libblas:
-- 3.9.* *netlib
-libcblas:
-- 3.9.* *netlib
-liblapack:
-- 3.9.* *netlib
-libmagma_sparse:
-- '2.9'
-libprotobuf:
-- 6.31.1
-libtorch:
-- '2.7'
-magma:
-- '2.9'
-mkl:
-- '2025'
-mkl_devel:
-- '2025'
-nccl:
-- '2'
-numpy:
-- '2'
-orc:
-- 2.2.1
-pin_run_as_build:
-  python:
-    min_pin: x.x
-    max_pin: x.x
-pybind11_abi:
-- '11'
-python:
-- 3.10.* *_cpython
-- 3.11.* *_cpython
-- 3.12.* *_cpython
-- 3.13.* *_cp313
-pytorch:
-- '2.7'
-target_platform:
-- linux-64
-zip_keys:
-- - c_compiler_version
-  - cxx_compiler_version
-  - c_stdlib_version
-  - cuda_compiler_version
-- - channel_targets
-  - is_rc
-zlib:
-- '1'
diff --git a/.ci_support/linux_64_blas_implmklchannel_targetsconda-forge_maincuda_compiler_versionNoneis_rcFalse.yaml b/.ci_support/linux_64_blas_implmklchannel_targetsconda-forge_maincuda_compiler_versionNoneis_rcFalse.yaml
deleted file mode 100644
index 7ea16ec2..00000000
--- a/.ci_support/linux_64_blas_implmklchannel_targetsconda-forge_maincuda_compiler_versionNoneis_rcFalse.yaml
+++ /dev/null
@@ -1,82 +0,0 @@
-blas_impl:
-- mkl
-c_compiler:
-- gcc
-c_compiler_version:
-- '14'
-c_stdlib:
-- sysroot
-c_stdlib_version:
-- '2.17'
-channel_sources:
-- conda-forge
-channel_targets:
-- conda-forge main
-cuda_compiler:
-- cuda-nvcc
-cuda_compiler_version:
-- None
-cudnn:
-- '9'
-cxx_compiler:
-- gxx
-cxx_compiler_version:
-- '14'
-docker_image:
-- quay.io/condaforge/linux-anvil-x86_64:alma9
-fmt:
-- '12.0'
-github_actions_labels:
-- cirun-openstack-gpu-2xlarge
-is_rc:
-- 'False'
-libabseil:
-- '20250512'
-libblas:
-- 3.9.* *netlib
-libcblas:
-- 3.9.* *netlib
-liblapack:
-- 3.9.* *netlib
-libmagma_sparse:
-- '2.9'
-libprotobuf:
-- 6.31.1
-libtorch:
-- '2.7'
-magma:
-- '2.9'
-mkl:
-- '2025'
-mkl_devel:
-- '2025'
-nccl:
-- '2'
-numpy:
-- '2'
-orc:
-- 2.2.1
-pin_run_as_build:
-  python:
-    min_pin: x.x
-    max_pin: x.x
-pybind11_abi:
-- '11'
-python:
-- 3.10.* *_cpython
-- 3.11.* *_cpython
-- 3.12.* *_cpython
-- 3.13.* *_cp313
-pytorch:
-- '2.7'
-target_platform:
-- linux-64
-zip_keys:
-- - c_compiler_version
-  - cxx_compiler_version
-  - c_stdlib_version
-  - cuda_compiler_version
-- - channel_targets
-  - is_rc
-zlib:
-- '1'
diff --git a/.ci_support/linux_aarch64_channel_targetsconda-forge_maincuda_compiler_version12.9is_rcFalse.yaml b/.ci_support/linux_aarch64_channel_targetsconda-forge_maincuda_compiler_version12.9is_rcFalse.yaml
deleted file mode 100644
index 69340828..00000000
--- a/.ci_support/linux_aarch64_channel_targetsconda-forge_maincuda_compiler_version12.9is_rcFalse.yaml
+++ /dev/null
@@ -1,80 +0,0 @@
-blas_impl:
-- generic
-c_compiler:
-- gcc
-c_compiler_version:
-- '13'
-c_stdlib:
-- sysroot
-c_stdlib_version:
-- '2.17'
-channel_sources:
-- conda-forge
-channel_targets:
-- conda-forge main
-cuda_compiler:
-- cuda-nvcc
-cuda_compiler_version:
-- '12.9'
-cudnn:
-- '9'
-cxx_compiler:
-- gxx
-cxx_compiler_version:
-- '13'
-docker_image:
-- quay.io/condaforge/linux-anvil-x86_64:alma9
-fmt:
-- '12.0'
-github_actions_labels:
-- cirun-openstack-gpu-2xlarge
-is_rc:
-- 'False'
-libabseil:
-- '20250512'
-libblas:
-- 3.9.* *netlib
-libcblas:
-- 3.9.* *netlib
-liblapack:
-- 3.9.* *netlib
-libmagma_sparse:
-- '2.9'
-libprotobuf:
-- 6.31.1
-libtorch:
-- '2.7'
-magma:
-- '2.9'
-mkl:
-- '2025'
-nccl:
-- '2'
-numpy:
-- '2'
-orc:
-- 2.2.1
-pin_run_as_build:
-  python:
-    min_pin: x.x
-    max_pin: x.x
-pybind11_abi:
-- '11'
-python:
-- 3.10.* *_cpython
-- 3.11.* *_cpython
-- 3.12.* *_cpython
-- 3.13.* *_cp313
-pytorch:
-- '2.7'
-target_platform:
-- linux-aarch64
-zip_keys:
-- - c_compiler_version
-  - cxx_compiler_version
-  - c_stdlib_version
-  - cuda_compiler_version
-- - channel_targets
-  - is_rc
-zlib:
-- '1'
diff --git a/.ci_support/linux_aarch64_channel_targetsconda-forge_maincuda_compiler_versionNoneis_rcFalse.yaml b/.ci_support/linux_aarch64_channel_targetsconda-forge_maincuda_compiler_versionNoneis_rcFalse.yaml
deleted file mode 100644
index 1721a78b..00000000
--- a/.ci_support/linux_aarch64_channel_targetsconda-forge_maincuda_compiler_versionNoneis_rcFalse.yaml
+++ /dev/null
@@ -1,80 +0,0 @@
-blas_impl:
-- generic
-c_compiler:
-- gcc
-c_compiler_version:
-- '13'
-c_stdlib:
-- sysroot
-c_stdlib_version:
-- '2.17'
-channel_sources:
-- conda-forge
-channel_targets:
-- conda-forge main
-cuda_compiler:
-- cuda-nvcc
-cuda_compiler_version:
-- None
-cudnn:
-- '9'
-cxx_compiler:
-- gxx
-cxx_compiler_version:
-- '13'
-docker_image:
-- quay.io/condaforge/linux-anvil-x86_64:alma9
-fmt:
-- '12.0'
-github_actions_labels:
-- cirun-openstack-gpu-2xlarge
-is_rc:
-- 'False'
-libabseil:
-- '20250512'
-libblas:
-- 3.9.* *netlib
-libcblas:
-- 3.9.* *netlib
-liblapack:
-- 3.9.* *netlib
-libmagma_sparse:
-- '2.9'
-libprotobuf:
-- 6.31.1
-libtorch:
-- '2.7'
-magma:
-- '2.9'
-mkl:
-- '2025'
-nccl:
-- '2'
-numpy:
-- '2'
-orc:
-- 2.2.1
-pin_run_as_build:
-  python:
-    min_pin: x.x
-    max_pin: x.x
-pybind11_abi:
-- '11'
-python:
-- 3.10.* *_cpython
-- 3.11.* *_cpython
-- 3.12.* *_cpython
-- 3.13.* *_cp313
-pytorch:
-- '2.7'
-target_platform:
-- linux-aarch64
-zip_keys:
-- - c_compiler_version
-  - cxx_compiler_version
-  - c_stdlib_version
-  - cuda_compiler_version
-- - channel_targets
-  - is_rc
-zlib:
-- '1'
diff --git a/.ci_support/osx_64_blas_implgenericchannel_targetsconda-forge_mainis_rcFalse.yaml b/.ci_support/osx_64_blas_implgenericchannel_targetsconda-forge_mainis_rcFalse.yaml
deleted file mode 100644
index 2ff37017..00000000
--- a/.ci_support/osx_64_blas_implgenericchannel_targetsconda-forge_mainis_rcFalse.yaml
+++ /dev/null
@@ -1,80 +0,0 @@
-MACOSX_DEPLOYMENT_TARGET:
-- '11.0'
-MACOSX_SDK_VERSION:
-- '13.3'
-blas_impl:
-- generic
-c_compiler:
-- clang
-c_compiler_version:
-- '19'
-c_stdlib:
-- macosx_deployment_target
-c_stdlib_version:
-- '11.0'
-channel_sources:
-- conda-forge
-channel_targets:
-- conda-forge main
-cuda_compiler:
-- cuda-nvcc
-cuda_compiler_version:
-- None
-cxx_compiler:
-- clangxx
-cxx_compiler_version:
-- '19'
-fmt:
-- '12.0'
-github_actions_labels:
-- cirun-macos-m4-large
-is_rc:
-- 'False'
-libabseil:
-- '20250512'
-libblas:
-- 3.9.* *netlib
-libcblas:
-- 3.9.* *netlib
-liblapack:
-- 3.9.* *netlib
-libmagma_sparse:
-- '2.9'
-libprotobuf:
-- 6.31.1
-libtorch:
-- '2.7'
-llvm_openmp:
-- '19'
-macos_machine:
-- x86_64-apple-darwin13.4.0
-mkl:
-- '2023'
-mkl_devel:
-- '2023'
-numpy:
-- '2'
-orc:
-- 2.2.1
-pin_run_as_build:
-  python:
-    min_pin: x.x
-    max_pin: x.x
-pybind11_abi:
-- '11'
-python:
-- 3.10.* *_cpython
-- 3.11.* *_cpython
-- 3.12.* *_cpython
-- 3.13.* *_cp313
-pytorch:
-- '2.7'
-target_platform:
-- osx-64
-zip_keys:
-- - c_compiler_version
-  - cxx_compiler_version
-- - channel_targets
-  - is_rc
-zlib:
-- '1'
diff --git a/.ci_support/osx_64_blas_implmklchannel_targetsconda-forge_mainis_rcFalse.yaml b/.ci_support/osx_64_blas_implmklchannel_targetsconda-forge_mainis_rcFalse.yaml
deleted file mode 100644
index e08cae1b..00000000
--- a/.ci_support/osx_64_blas_implmklchannel_targetsconda-forge_mainis_rcFalse.yaml
+++ /dev/null
@@ -1,80 +0,0 @@
-MACOSX_DEPLOYMENT_TARGET:
-- '11.0'
-MACOSX_SDK_VERSION:
-- '13.3'
-blas_impl:
-- mkl
-c_compiler:
-- clang
-c_compiler_version:
-- '19'
-c_stdlib:
-- macosx_deployment_target
-c_stdlib_version:
-- '11.0'
-channel_sources:
-- conda-forge
-channel_targets:
-- conda-forge main
-cuda_compiler:
-- cuda-nvcc
-cuda_compiler_version:
-- None
-cxx_compiler:
-- clangxx
-cxx_compiler_version:
-- '19'
-fmt:
-- '12.0'
-github_actions_labels:
-- cirun-macos-m4-large
-is_rc:
-- 'False'
-libabseil:
-- '20250512'
-libblas:
-- 3.9.* *netlib
-libcblas:
-- 3.9.* *netlib
-liblapack:
-- 3.9.* *netlib
-libmagma_sparse:
-- '2.9'
-libprotobuf:
-- 6.31.1
-libtorch:
-- '2.7'
-llvm_openmp:
-- '19'
-macos_machine:
-- x86_64-apple-darwin13.4.0
-mkl:
-- '2023'
-mkl_devel:
-- '2023'
-numpy:
-- '2'
-orc:
-- 2.2.1
-pin_run_as_build:
-  python:
-    min_pin: x.x
-    max_pin: x.x
-pybind11_abi:
-- '11'
-python:
-- 3.10.* *_cpython
-- 3.11.* *_cpython
-- 3.12.* *_cpython
-- 3.13.* *_cp313
-pytorch:
-- '2.7'
-target_platform:
-- osx-64
-zip_keys:
-- - c_compiler_version
-  - cxx_compiler_version
-- - channel_targets
-  - is_rc
-zlib:
-- '1'
diff --git a/.ci_support/osx_arm64_channel_targetsconda-forge_mainis_rcFalse.yaml b/.ci_support/osx_arm64_channel_targetsconda-forge_mainis_rcFalse.yaml
deleted file mode 100644
index 9815c8bd..00000000
--- a/.ci_support/osx_arm64_channel_targetsconda-forge_mainis_rcFalse.yaml
+++ /dev/null
@@ -1,78 +0,0 @@
-MACOSX_DEPLOYMENT_TARGET:
-- '11.0'
-MACOSX_SDK_VERSION:
-- '13.3'
-blas_impl:
-- generic
-c_compiler:
-- clang
-c_compiler_version:
-- '19'
-c_stdlib:
-- macosx_deployment_target
-c_stdlib_version:
-- '11.0'
-channel_sources:
-- conda-forge
-channel_targets:
-- conda-forge main
-cuda_compiler:
-- cuda-nvcc
-cuda_compiler_version:
-- None
-cxx_compiler:
-- clangxx
-cxx_compiler_version:
-- '19'
-fmt:
-- '12.0'
-github_actions_labels:
-- cirun-macos-m4-large
-is_rc:
-- 'False'
-libabseil:
-- '20250512'
-libblas:
-- 3.9.* *netlib
-libcblas:
-- 3.9.* *netlib
-liblapack:
-- 3.9.* *netlib
-libmagma_sparse:
-- '2.9'
-libprotobuf:
-- 6.31.1
-libtorch:
-- '2.7'
-llvm_openmp:
-- '19'
-macos_machine:
-- arm64-apple-darwin20.0.0
-mkl:
-- '2023'
-numpy:
-- '2'
-orc:
-- 2.2.1
-pin_run_as_build:
-  python:
-    min_pin: x.x
-    max_pin: x.x
-pybind11_abi:
-- '11'
-python:
-- 3.10.* *_cpython
-- 3.11.* *_cpython
-- 3.12.* *_cpython
-- 3.13.* *_cp313
-pytorch:
-- '2.7'
-target_platform:
-- osx-arm64
-zip_keys:
-- - c_compiler_version
-  - cxx_compiler_version
-- - channel_targets
-  - is_rc
-zlib:
-- '1'
diff --git a/.github/workflows/conda-build.yml b/.github/workflows/conda-build.yml
index d89b5d08..1fc18abc 100644
--- a/.github/workflows/conda-build.yml
+++ b/.github/workflows/conda-build.yml
@@ -21,63 +21,6 @@ jobs:
       fail-fast: false
       matrix:
         include:
-          - CONFIG: linux_64_blas_implgenericchannel_targetsconda-forge_maincuda_compiler_version12.9is_rcFalse
-            SHORT_CONFIG: linux_64_blas_implgenericchannel_targets_h71a96c7d
-            UPLOAD_PACKAGES: True
-            os: ubuntu
-            runs_on: ['cirun-openstack-gpu-2xlarge--${{ github.run_id }}-linux_64_blas_implgenericchannel_targets_h71a96c7d', 'linux', 'x64', 'self-hosted']
-            DOCKER_IMAGE: quay.io/condaforge/linux-anvil-x86_64:alma9
-            CONDA_FORGE_DOCKER_RUN_ARGS: "--gpus all"
-          - CONFIG: linux_64_blas_implgenericchannel_targetsconda-forge_maincuda_compiler_versionNoneis_rcFalse
-            SHORT_CONFIG: linux_64_blas_implgenericchannel_targets_h17c608a0
-            UPLOAD_PACKAGES: True
-            os: ubuntu
-            runs_on: ['cirun-openstack-gpu-2xlarge--${{ github.run_id }}-linux_64_blas_implgenericchannel_targets_h17c608a0', 'linux', 'x64', 'self-hosted']
-            DOCKER_IMAGE: quay.io/condaforge/linux-anvil-x86_64:alma9
-            CONDA_FORGE_DOCKER_RUN_ARGS: "--gpus all"
-          - CONFIG: linux_64_blas_implmklchannel_targetsconda-forge_maincuda_compiler_version12.9is_rcFalse
-            SHORT_CONFIG: linux_64_blas_implmklchannel_targetscond_h5b18f8bc
-            UPLOAD_PACKAGES: True
-            os: ubuntu
-            runs_on: ['cirun-openstack-gpu-2xlarge--${{ github.run_id }}-linux_64_blas_implmklchannel_targetscond_h5b18f8bc', 'linux', 'x64', 'self-hosted']
-            DOCKER_IMAGE: quay.io/condaforge/linux-anvil-x86_64:alma9
-            CONDA_FORGE_DOCKER_RUN_ARGS: "--gpus all"
-          - CONFIG: linux_64_blas_implmklchannel_targetsconda-forge_maincuda_compiler_versionNoneis_rcFalse
-            SHORT_CONFIG: linux_64_blas_implmklchannel_targetscond_h38f93959
-            UPLOAD_PACKAGES: True
-            os: ubuntu
-            runs_on: ['cirun-openstack-gpu-2xlarge--${{ github.run_id }}-linux_64_blas_implmklchannel_targetscond_h38f93959', 'linux', 'x64', 'self-hosted']
-            DOCKER_IMAGE: quay.io/condaforge/linux-anvil-x86_64:alma9
-            CONDA_FORGE_DOCKER_RUN_ARGS: "--gpus all"
-          - CONFIG: linux_aarch64_channel_targetsconda-forge_maincuda_compiler_version12.9is_rcFalse
-            SHORT_CONFIG: linux_aarch64_channel_targetsconda-forge_heefc8d83
-            UPLOAD_PACKAGES: True
-            os: ubuntu
-            runs_on: ['cirun-openstack-gpu-2xlarge--${{ github.run_id }}-linux_aarch64_channel_targetsconda-forge_heefc8d83', 'linux', 'x64', 'self-hosted']
-            DOCKER_IMAGE: quay.io/condaforge/linux-anvil-x86_64:alma9
-            CONDA_FORGE_DOCKER_RUN_ARGS: "--gpus all"
-          - CONFIG: linux_aarch64_channel_targetsconda-forge_maincuda_compiler_versionNoneis_rcFalse
-            SHORT_CONFIG: linux_aarch64_channel_targetsconda-forge_h56c2c839
-            UPLOAD_PACKAGES: True
-            os: ubuntu
-            runs_on: ['cirun-openstack-gpu-2xlarge--${{ github.run_id }}-linux_aarch64_channel_targetsconda-forge_h56c2c839', 'linux', 'x64', 'self-hosted']
-            DOCKER_IMAGE: quay.io/condaforge/linux-anvil-x86_64:alma9
-            CONDA_FORGE_DOCKER_RUN_ARGS: "--gpus all"
-          - CONFIG: osx_64_blas_implgenericchannel_targetsconda-forge_mainis_rcFalse
-            SHORT_CONFIG: osx_64_blas_implgenericchannel_targetsco_h709642d7
-            UPLOAD_PACKAGES: True
-            os: macos
-            runs_on: ['cirun-macos-m4-large--${{ github.run_id }}-osx_64_blas_implgenericchannel_targetsco_h709642d7', 'macOS', 'arm64', 'self-hosted']
-          - CONFIG: osx_64_blas_implmklchannel_targetsconda-forge_mainis_rcFalse
-            SHORT_CONFIG: osx_64_blas_implmklchannel_targetsconda-_h747b3c68
-            UPLOAD_PACKAGES: True
-            os: macos
-            runs_on: ['cirun-macos-m4-large--${{ github.run_id }}-osx_64_blas_implmklchannel_targetsconda-_h747b3c68', 'macOS', 'arm64', 'self-hosted']
-          - CONFIG: osx_arm64_channel_targetsconda-forge_mainis_rcFalse
-            SHORT_CONFIG: osx_arm64_channel_targetsconda-forge_mai_h5f57e26b
-            UPLOAD_PACKAGES: True
-            os: macos
-            runs_on: ['cirun-macos-m4-large--${{ github.run_id }}-osx_arm64_channel_targetsconda-forge_mai_h5f57e26b', 'macOS', 'arm64', 'self-hosted']
           - CONFIG: win_64_channel_targetsconda-forge_maincuda_compiler_version12.8is_rcFalse
             SHORT_CONFIG: win_64_channel_targetsconda-forge_maincu_hca575dce
             UPLOAD_PACKAGES: True
diff --git a/.scripts/build_steps.sh b/.scripts/build_steps.sh
deleted file mode 100755
index 780a358f..00000000
--- a/.scripts/build_steps.sh
+++ /dev/null
@@ -1,100 +0,0 @@
-#!/usr/bin/env bash
-
-# PLEASE NOTE: This script has been automatically generated by conda-smithy. Any changes here
-# will be lost next time ``conda smithy rerender`` is run. If you would like to make permanent
-# changes to this script, consider a proposal to conda-smithy so that other feedstocks can also
-# benefit from the improvement.
-
-# -*- mode: jinja-shell -*-
-
-set -xeuo pipefail
-export FEEDSTOCK_ROOT="${FEEDSTOCK_ROOT:-/home/conda/feedstock_root}"
-source ${FEEDSTOCK_ROOT}/.scripts/logging_utils.sh
-
-
-( endgroup "Start Docker" ) 2> /dev/null
-
-( startgroup "Configuring conda" ) 2> /dev/null
-
-export PYTHONUNBUFFERED=1
-export RECIPE_ROOT="${RECIPE_ROOT:-/home/conda/recipe_root}"
-export CI_SUPPORT="${FEEDSTOCK_ROOT}/.ci_support"
-export CONFIG_FILE="${CI_SUPPORT}/${CONFIG}.yaml"
-
-cat >~/.condarc <<CONDARC
-
-conda-build:
-  root-dir: ${FEEDSTOCK_ROOT}/build_artifacts
-pkgs_dirs:
-  - ${FEEDSTOCK_ROOT}/build_artifacts/pkg_cache
-  - /opt/conda/pkgs
-solver: libmamba
-
-CONDARC
-mv /opt/conda/conda-meta/history /opt/conda/conda-meta/history.$(date +%Y-%m-%d-%H-%M-%S)
-echo > /opt/conda/conda-meta/history
-micromamba install --root-prefix ~/.conda --prefix /opt/conda \
-    --yes --override-channels --channel conda-forge --strict-channel-priority \
-    pip  python=3.12 conda-build conda-forge-ci-setup=4 "conda-build>=24.1"
-export CONDA_LIBMAMBA_SOLVER_NO_CHANNELS_FROM_INSTALLED=1
-
-# set up the condarc
-setup_conda_rc "${FEEDSTOCK_ROOT}" "${RECIPE_ROOT}" "${CONFIG_FILE}"
-
-source run_conda_forge_build_setup
-
-
-
-# make the build number clobber
-make_build_number "${FEEDSTOCK_ROOT}" "${RECIPE_ROOT}" "${CONFIG_FILE}"
-
-if [[ "${HOST_PLATFORM}" != "${BUILD_PLATFORM}" ]] && [[ "${HOST_PLATFORM}" != linux-* ]] && [[ "${BUILD_WITH_CONDA_DEBUG:-0}" != 1 ]]; then
-    EXTRA_CB_OPTIONS="${EXTRA_CB_OPTIONS:-} --no-test"
-fi
-
-
-( endgroup "Configuring conda" ) 2> /dev/null
-
-if [[ -f "${FEEDSTOCK_ROOT}/LICENSE.txt" ]]; then
-  cp "${FEEDSTOCK_ROOT}/LICENSE.txt" "${RECIPE_ROOT}/recipe-scripts-license.txt"
-fi
-
-if [[ "${BUILD_WITH_CONDA_DEBUG:-0}" == 1 ]]; then
-    if [[ "x${BUILD_OUTPUT_ID:-}" != "x" ]]; then
-        EXTRA_CB_OPTIONS="${EXTRA_CB_OPTIONS:-} --output-id ${BUILD_OUTPUT_ID}"
-    fi
-    conda debug "${RECIPE_ROOT}" -m "${CI_SUPPORT}/${CONFIG}.yaml" \
-        ${EXTRA_CB_OPTIONS:-} \
-        --clobber-file "${CI_SUPPORT}/clobber_${CONFIG}.yaml"
-
-    # Drop into an interactive shell
-    /bin/bash
-else
-    conda-build "${RECIPE_ROOT}" -m "${CI_SUPPORT}/${CONFIG}.yaml" \
-        --suppress-variables ${EXTRA_CB_OPTIONS:-} \
-        --clobber-file "${CI_SUPPORT}/clobber_${CONFIG}.yaml" \
-        --extra-meta flow_run_id="${flow_run_id:-}" remote_url="${remote_url:-}" sha="${sha:-}"
-    ( startgroup "Inspecting artifacts" ) 2> /dev/null
-
-    # inspect_artifacts was only added in conda-forge-ci-setup 4.9.4
-    command -v inspect_artifacts >/dev/null 2>&1 && inspect_artifacts --recipe-dir "${RECIPE_ROOT}" -m "${CONFIG_FILE}" || echo "inspect_artifacts needs conda-forge-ci-setup >=4.9.4"
-
-    ( endgroup "Inspecting artifacts" ) 2> /dev/null
-    ( startgroup "Validating outputs" ) 2> /dev/null
-
-    validate_recipe_outputs "${FEEDSTOCK_NAME}"
-
-    ( endgroup "Validating outputs" ) 2> /dev/null
-
-    ( startgroup "Uploading packages" ) 2> /dev/null
-
-    if [[ "${UPLOAD_PACKAGES}" != "False" ]] && [[ "${IS_PR_BUILD}" == "False" ]]; then
-        upload_package --validate --feedstock-name="${FEEDSTOCK_NAME}"  "${FEEDSTOCK_ROOT}" "${RECIPE_ROOT}" "${CONFIG_FILE}"
-    fi
-
-    ( endgroup "Uploading packages" ) 2> /dev/null
-fi
-
-( startgroup "Final checks" ) 2> /dev/null
-
-touch "${FEEDSTOCK_ROOT}/build_artifacts/conda-forge-build-done-${CONFIG}"
diff --git a/.scripts/run_docker_build.sh b/.scripts/run_docker_build.sh
deleted file mode 100755
index b63b5a05..00000000
--- a/.scripts/run_docker_build.sh
+++ /dev/null
@@ -1,114 +0,0 @@
-#!/usr/bin/env bash
-
-# PLEASE NOTE: This script has been automatically generated by conda-smithy. Any changes here
-# will be lost next time ``conda smithy rerender`` is run. If you would like to make permanent
-# changes to this script, consider a proposal to conda-smithy so that other feedstocks can also
-# benefit from the improvement.
-
-source .scripts/logging_utils.sh
-
-( startgroup "Configure Docker" ) 2> /dev/null
-
-set -xeo pipefail
-
-THISDIR="$( cd "$( dirname "$0" )" >/dev/null && pwd )"
-PROVIDER_DIR="$(basename "$THISDIR")"
-
-FEEDSTOCK_ROOT="$( cd "$( dirname "$0" )/.." >/dev/null && pwd )"
-RECIPE_ROOT="${FEEDSTOCK_ROOT}/recipe"
-
-if [ -z ${FEEDSTOCK_NAME} ]; then
-    export FEEDSTOCK_NAME=$(basename ${FEEDSTOCK_ROOT})
-fi
-
-if [[ "${sha:-}" == "" ]]; then
-  pushd "${FEEDSTOCK_ROOT}"
-  sha=$(git rev-parse HEAD)
-  popd
-fi
-
-docker info
-
-# In order for the conda-build process in the container to write to the mounted
-# volumes, we need to run with the same id as the host machine, which is
-# normally the owner of the mounted volumes, or at least has write permission
-export HOST_USER_ID=$(id -u)
-# Check if docker-machine is being used (normally on OSX) and get the uid from
-# the VM
-if hash docker-machine 2> /dev/null && docker-machine active > /dev/null; then
-    export HOST_USER_ID=$(docker-machine ssh $(docker-machine active) id -u)
-fi
-
-ARTIFACTS="$FEEDSTOCK_ROOT/build_artifacts"
-
-if [ -z "$CONFIG" ]; then
-    set +x
-    FILES=`ls .ci_support/linux_*`
-    CONFIGS=""
-    for file in $FILES; do
-        CONFIGS="${CONFIGS}'${file:12:-5}' or ";
-    done
-    echo "Need to set CONFIG env variable. Value can be one of ${CONFIGS:0:-4}"
-    exit 1
-fi
-
-if [ -z "${DOCKER_IMAGE}" ]; then
-    SHYAML_INSTALLED="$(shyaml -h || echo NO)"
-    if [ "${SHYAML_INSTALLED}" == "NO" ]; then
-        echo "WARNING: DOCKER_IMAGE variable not set and shyaml not installed. Trying to parse with coreutils"
-        DOCKER_IMAGE=$(cat .ci_support/${CONFIG}.yaml | grep '^docker_image:$' -A 1 | tail -n 1 | cut -b 3-)
-        if [ "${DOCKER_IMAGE}" = "" ]; then
-            echo "No docker_image entry found in ${CONFIG}. Falling back to quay.io/condaforge/linux-anvil-comp7"
-            DOCKER_IMAGE="quay.io/condaforge/linux-anvil-comp7"
-        fi
-    else
-        DOCKER_IMAGE="$(cat "${FEEDSTOCK_ROOT}/.ci_support/${CONFIG}.yaml" | shyaml get-value docker_image.0 quay.io/condaforge/linux-anvil-comp7 )"
-    fi
-fi
-
-mkdir -p "$ARTIFACTS"
-DONE_CANARY="$ARTIFACTS/conda-forge-build-done-${CONFIG}"
-rm -f "$DONE_CANARY"
-
-# Allow people to specify extra default arguments to `docker run` (e.g. `--rm`)
-DOCKER_RUN_ARGS="${CONDA_FORGE_DOCKER_RUN_ARGS}"
-if [ -z "${CI}" ]; then
-    DOCKER_RUN_ARGS="-it ${DOCKER_RUN_ARGS}"
-fi
-
-( endgroup "Configure Docker" ) 2> /dev/null
-
-( startgroup "Start Docker" ) 2> /dev/null
-
-export UPLOAD_PACKAGES="${UPLOAD_PACKAGES:-True}"
-export IS_PR_BUILD="${IS_PR_BUILD:-False}"
-docker pull "${DOCKER_IMAGE}"
-docker run ${DOCKER_RUN_ARGS} \
-           -v "${RECIPE_ROOT}":/home/conda/recipe_root:rw,z,delegated \
-           -v "${FEEDSTOCK_ROOT}":/home/conda/feedstock_root:rw,z,delegated \
-           -e CONFIG \
-           -e HOST_USER_ID \
-           -e UPLOAD_PACKAGES \
-           -e IS_PR_BUILD \
-           -e GIT_BRANCH \
-           -e UPLOAD_ON_BRANCH \
-           -e CI \
-           -e FEEDSTOCK_NAME \
-           -e CPU_COUNT \
-           -e BUILD_WITH_CONDA_DEBUG \
-           -e BUILD_OUTPUT_ID \
-           -e flow_run_id \
-           -e remote_url \
-           -e sha \
-           -e BINSTAR_TOKEN \
-           -e FEEDSTOCK_TOKEN \
-           -e STAGING_BINSTAR_TOKEN \
-           "${DOCKER_IMAGE}" \
-           bash \
-           "/home/conda/feedstock_root/${PROVIDER_DIR}/build_steps.sh"
-
-# verify that the end of the script was reached
-test -f "$DONE_CANARY"
-
-# This closes the last group opened in `build_steps.sh`
-( endgroup "Final checks" ) 2> /dev/null
diff --git a/.scripts/run_osx_build.sh b/.scripts/run_osx_build.sh
deleted file mode 100755
index 4bba4479..00000000
--- a/.scripts/run_osx_build.sh
+++ /dev/null
@@ -1,123 +0,0 @@
-#!/usr/bin/env bash
-
-# -*- mode: jinja-shell -*-
-
-source .scripts/logging_utils.sh
-
-set -xe
-
-MINIFORGE_HOME="${MINIFORGE_HOME:-${HOME}/miniforge3}"
-MINIFORGE_HOME="${MINIFORGE_HOME%/}" # remove trailing slash
-export CONDA_BLD_PATH="${CONDA_BLD_PATH:-${MINIFORGE_HOME}/conda-bld}"
-
-( startgroup "Provisioning base env with micromamba" ) 2> /dev/null
-MICROMAMBA_VERSION="1.5.10-0"
-if [[ "$(uname -m)" == "arm64" ]]; then
-  osx_arch="osx-arm64"
-else
-  osx_arch="osx-64"
-fi
-MICROMAMBA_URL="https://github.com/mamba-org/micromamba-releases/releases/download/${MICROMAMBA_VERSION}/micromamba-${osx_arch}"
-MAMBA_ROOT_PREFIX="${MINIFORGE_HOME}-micromamba-$(date +%s)"
-echo "Downloading micromamba ${MICROMAMBA_VERSION}"
-micromamba_exe="$(mktemp -d)/micromamba"
-curl -L -o "${micromamba_exe}" "${MICROMAMBA_URL}"
-chmod +x "${micromamba_exe}"
-echo "Creating environment"
-"${micromamba_exe}" create --yes --root-prefix "${MAMBA_ROOT_PREFIX}" --prefix "${MINIFORGE_HOME}" \
-  --channel conda-forge \
-  pip python=3.12 conda-build conda-forge-ci-setup=4 "conda-build>=24.1"
-echo "Moving pkgs cache from ${MAMBA_ROOT_PREFIX} to ${MINIFORGE_HOME}"
-mv "${MAMBA_ROOT_PREFIX}/pkgs" "${MINIFORGE_HOME}"
-echo "Cleaning up micromamba"
-rm -rf "${MAMBA_ROOT_PREFIX}" "${micromamba_exe}" || true
-( endgroup "Provisioning base env with micromamba" ) 2> /dev/null
-
-( startgroup "Configuring conda" ) 2> /dev/null
-echo "Activating environment"
-source "${MINIFORGE_HOME}/etc/profile.d/conda.sh"
-conda activate base
-export CONDA_SOLVER="libmamba"
-export CONDA_LIBMAMBA_SOLVER_NO_CHANNELS_FROM_INSTALLED=1
-
-
-
-
-
-echo -e "\n\nSetting up the condarc and mangling the compiler."
-setup_conda_rc ./ ./recipe ./.ci_support/${CONFIG}.yaml
-
-if [[ "${CI:-}" != "" ]]; then
-  mangle_compiler ./ ./recipe .ci_support/${CONFIG}.yaml
-fi
-
-if [[ "${CI:-}" != "" ]]; then
-  echo -e "\n\nMangling homebrew in the CI to avoid conflicts."
-  /usr/bin/sudo mangle_homebrew
-  /usr/bin/sudo -k
-else
-  echo -e "\n\nNot mangling homebrew as we are not running in CI"
-fi
-
-if [[ "${sha:-}" == "" ]]; then
-  sha=$(git rev-parse HEAD)
-fi
-
-# HACK
-cp .scripts/download_osx_sdk.sh $CONDA_PREFIX/bin/
-
-echo -e "\n\nRunning the build setup script."
-source run_conda_forge_build_setup
-
-
-
-( endgroup "Configuring conda" ) 2> /dev/null
-
-echo -e "\n\nMaking the build clobber file"
-make_build_number ./ ./recipe ./.ci_support/${CONFIG}.yaml
-
-if [[ -f LICENSE.txt ]]; then
-  cp LICENSE.txt "recipe/recipe-scripts-license.txt"
-fi
-
-if [[ "${BUILD_WITH_CONDA_DEBUG:-0}" == 1 ]]; then
-    if [[ "x${BUILD_OUTPUT_ID:-}" != "x" ]]; then
-        EXTRA_CB_OPTIONS="${EXTRA_CB_OPTIONS:-} --output-id ${BUILD_OUTPUT_ID}"
-    fi
-    conda debug ./recipe -m ./.ci_support/${CONFIG}.yaml \
-        ${EXTRA_CB_OPTIONS:-} \
-        --clobber-file ./.ci_support/clobber_${CONFIG}.yaml
-
-    # Drop into an interactive shell
-    /bin/bash
-else
-
-    if [[ "${HOST_PLATFORM}" != "${BUILD_PLATFORM}" ]]; then
-        EXTRA_CB_OPTIONS="${EXTRA_CB_OPTIONS:-} --no-test"
-    fi
-
-    conda-build ./recipe -m ./.ci_support/${CONFIG}.yaml \
-        --suppress-variables ${EXTRA_CB_OPTIONS:-} \
-        --clobber-file ./.ci_support/clobber_${CONFIG}.yaml \
-        --extra-meta flow_run_id="$flow_run_id" remote_url="$remote_url" sha="$sha"
-
-    ( startgroup "Inspecting artifacts" ) 2> /dev/null
-
-    # inspect_artifacts was only added in conda-forge-ci-setup 4.9.4
-    command -v inspect_artifacts >/dev/null 2>&1 && inspect_artifacts --recipe-dir ./recipe -m ./.ci_support/${CONFIG}.yaml || echo "inspect_artifacts needs conda-forge-ci-setup >=4.9.4"
-
-    ( endgroup "Inspecting artifacts" ) 2> /dev/null
-    ( startgroup "Validating outputs" ) 2> /dev/null
-
-    validate_recipe_outputs "${FEEDSTOCK_NAME}"
-
-    ( endgroup "Validating outputs" ) 2> /dev/null
-
-    ( startgroup "Uploading packages" ) 2> /dev/null
-
-    if [[ "${UPLOAD_PACKAGES}" != "False" ]] && [[ "${IS_PR_BUILD}" == "False" ]]; then
-      upload_package --validate --feedstock-name="${FEEDSTOCK_NAME}" ./ ./recipe ./.ci_support/${CONFIG}.yaml
-    fi
-
-    ( endgroup "Uploading packages" ) 2> /dev/null
-fi
diff --git a/recipe/meta.yaml b/recipe/meta.yaml
index f9164594..d5307066 100644
--- a/recipe/meta.yaml
+++ b/recipe/meta.yaml
@@ -67,6 +67,8 @@ source:
 
 build:
   number: {{ build }}
+  # debug
+  skip: true  # [not win]
   # This logic allows two rc variants to be defined in the conda_build_config, but only one to actually be built.
   # We want to be able to define two variants in the cbc so we can assign different labels to each in the upload channel
   # (by zipping is_rc with channel_targets). This prevents rc builds being used unless specifically requested.
@@ -232,6 +234,7 @@ outputs:
       string: cuda{{ cuda_compiler_version | replace('.', '') }}_{{ blas_impl }}_py{{ CONDA_PY }}_h{{ PKG_HASH }}_{{ build }}  # [cuda_compiler_version != "None"]
       string: cpu_{{ blas_impl }}_py{{ CONDA_PY }}_h{{ PKG_HASH }}_{{ build }}                                                 # [cuda_compiler_version == "None"]
       detect_binary_files_with_prefix: false
+      skip: true  # [py!=312]
       run_exports:
         - {{ pin_subpackage('pytorch', max_pin='x.x') }}
         - {{ pin_subpackage('libtorch', max_pin='x.x') }}
@@ -335,6 +338,7 @@ outputs:
       string: cuda{{ cuda_compiler_version | replace('.', '') }}_{{ blas_impl }}_py{{ CONDA_PY }}_h{{ PKG_HASH }}_{{ build }}  # [cuda_compiler_version != "None"]
       string: cpu_{{ blas_impl }}_py{{ CONDA_PY }}_h{{ PKG_HASH }}_{{ build }}                                                 # [cuda_compiler_version == "None"]
       detect_binary_files_with_prefix: false
+      skip: true  # [py!=312]
     requirements:
       host:
         - python
@@ -372,6 +376,8 @@ outputs:
         - cuda-nvrtc-dev            # [cuda_compiler_version != "None"]
         - nvtx-c                    # [cuda_compiler_version != "None"]
         - pybind11
+        # not required upstream, but useful
+        - pytest-timeout
       imports:
         - torch
         - torch._C
@@ -447,11 +453,11 @@ outputs:
         # doesn't crash, but gets different result on aarch + CUDA
         {% set skips = skips ~ " or illcondition_matrix_input_should_not_crash_cpu" %}  # [aarch64 and cuda_compiler_version != "None"]
         # may crash spuriously
-        {% set skips = skips ~ " or (TestAutograd and test_profiler_seq_nr)" %}
-        {% set skips = skips ~ " or (TestAutograd and test_profiler_propagation)" %}
+        {% set skips = skips ~ " or (TestAutograd and test_profiler_seq_nr)" %}         # [not win]
+        {% set skips = skips ~ " or (TestAutograd and test_profiler_propagation)" %}    # [not win]
         # tests that fail due to resource clean-up issues (non-unique temporary libraries), see
         # https://github.com/conda-forge/pytorch-cpu-feedstock/pull/318#issuecomment-2620080859
-        {% set skips = skips ~ " or test_mutable_custom_op_fixed_layout" %}
+        {% set skips = skips ~ " or test_mutable_custom_op_fixed_layout" %}             # [not win]
         # trivial accuracy problems
         {% set skips = skips ~ " or test_BCELoss_weights_no_reduce_cuda" %}             # [linux and cuda_compiler_version != "None"]
         {% set skips = skips ~ " or test_ctc_loss_cudnn_tensor_cuda" %}                 # [linux and cuda_compiler_version != "None"]
@@ -484,23 +490,13 @@ outputs:
         # non-MKL problems
         {% set skips = skips ~ " or test_gather_scatter_cpu or test_index_put2_cpu" %}      # [linux and blas_impl != "mkl" and cuda_compiler_version != "None"]
         # these tests are failing with low -n values
-        {% set skips = skips ~ " or test_base_does_not_require_grad_mode_nothing" %}
-        {% set skips = skips ~ " or test_base_does_not_require_grad_mode_warn" %}
-        {% set skips = skips ~ " or test_composite_registered_to_cpu_mode_nothing" %}
+        {% set skips = skips ~ " or test_base_does_not_require_grad_mode_nothing" %}    # [not win]
+        {% set skips = skips ~ " or test_base_does_not_require_grad_mode_warn" %}       # [not win]
+        {% set skips = skips ~ " or test_composite_registered_to_cpu_mode_nothing" %}   # [not win]
         # these tests are failing on windows
         {% set skips = skips ~ " or (TestMkldnnCPU and test_batch_norm_2d_cpu)" %}       # [win]
-        {% set skips = skips ~ " or (TestNN and test_Conv1d_dilated)" %}                 # [win]
-        {% set skips = skips ~ " or (TestNN and test_Conv1d_pad_same_dilated)" %}        # [win]
-        {% set skips = skips ~ " or (TestNN and test_Conv2d_pad_same_dilated)" %}        # [win]
-        {% set skips = skips ~ " or (TestNN and test_Conv2d_padding)" %}                 # [win]
-        {% set skips = skips ~ " or (TestNN and test_Conv2d_strided)" %}                 # [win]
-        {% set skips = skips ~ " or (TestNN and test_Conv3d_dilated)" %}                 # [win]
-        {% set skips = skips ~ " or (TestNN and test_Conv3d_dilated_strided)" %}         # [win]
-        {% set skips = skips ~ " or (TestNN and test_Conv3d_pad_same_dilated)" %}        # [win]
-        {% set skips = skips ~ " or (TestNN and test_Conv3d_stride)" %}                  # [win]
-        {% set skips = skips ~ " or (TestNN and test_Conv3d_stride_padding)" %}          # [win]
         # flaky test, fragile to GC behavior
-        {% set skips = skips ~ " or (TestTorch and test_tensor_cycle_via_slots)" %}
+        {% set skips = skips ~ " or (TestTorch and test_tensor_cycle_via_slots)" %}     # [not win]
         # unexpected success
         {% set skips = skips ~ " or test_forward_nn_Bilinear_mps_float16" %}            # [osx and arm64]
         # "quantized engine NoQEngine is not supported"
@@ -514,7 +510,7 @@ outputs:
         {% set jobs = "-n 1" %}     # [linux64 and cuda_compiler_version != "None"]
         # test only one python version on aarch because emulation is super-slow;
         # disable hypothesis because it randomly yields health check errors
-        - pytest {{ jobs }} {{ tests }} -k "not ({{ skips }})" -m "not hypothesis" --durations=50 --disable-warnings    # [not aarch64 or py==312]
+        - pytest {{ jobs }} {{ tests }} -k "not ({{ skips }})" -m "not hypothesis" --durations=50 --timeout=1200 --disable-warnings    # [not aarch64 or py==312]
 
         # regression test for https://github.com/conda-forge/pytorch-cpu-feedstock/issues/329, where we picked up
         # duplicate `.pyc` files due to newest py-ver (3.13) in the build environment not matching the one in host;