diff --git a/pixi.lock b/pixi.lock
index b3f95bfe..06209c4a 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -6,6 +6,14 @@ platforms:
   - __linux=4.18
   - __glibc=2.28
   - __archspec=0=x86_64
+- name: linux-64-cuda-12-9
+  subdir: linux-64
+  virtual-packages:
+  - __cuda=12.9
+  - __unix=0=0
+  - __linux=4.18
+  - __glibc=2.28
+  - __archspec=0=x86_64
 - name: linux-aarch64
   virtual-packages:
   - __unix=0=0
@@ -22,24 +30,16 @@ platforms:
   - __unix=0=0
   - __osx=13.0
   - __archspec=0=m1
-- name: p1
-  subdir: linux-64
+- name: win-64
   virtual-packages:
-  - __cuda=12.9
-  - __unix=0=0
-  - __linux=4.18
-  - __glibc=2.28
+  - __win=10.0
   - __archspec=0=x86_64
-- name: p2
+- name: win-64-cuda-12-9
   subdir: win-64
   virtual-packages:
   - __cuda=12.9
   - __win=10.0
   - __archspec=0=x86_64
-- name: win-64
-  virtual-packages:
-  - __win=10.0
-  - __archspec=0=x86_64
 environments:
   default:
     channels:
@@ -78,6 +78,39 @@ environments:
       - conda: https://prefix.dev/conda-forge/noarch/tomli-2.4.1-pyhcf101f3_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
       - conda_source: array-api-extra[b6ba2e51] @ .
+      linux-64-cuda-12-9:
+      - conda: https://prefix.dev/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/bzip2-1.0.8-hda65f42_10.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/icu-78.3-py310h44b86e0_2.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/ld_impl_linux-64-2.46.1-default_hbd61a6d_102.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libexpat-2.8.1-hecca717_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libffi-3.7.0-h3435931_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libgcc-16.1.0-ha9f2e26_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libgomp-16.1.0-he0feb66_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/liblzma-5.8.3-hb03c661_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libmpdec-4.0.0-hb03c661_2.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libsqlite-3.53.4-h13e7031_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libstdcxx-16.1.0-h934c35e_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libuuid-2.42.2-h5347b49_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_3.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/ncurses-6.6-hdb14827_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/ninja-1.13.2-h171cf75_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/openssl-3.6.3-h35e630c_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/python-3.14.6-h242f9ac_102_cp314.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/readline-8.3-hd6e31c0_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/tk-8.6.13-noxft_hd70dff1_3.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/uv-0.12.5-hec9e821_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_7.conda
+      - conda: https://prefix.dev/conda-forge/noarch/array-api-compat-1.15.0-pyhc364b38_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.7.22-hbd8a1cb_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/meson-1.12.0-pyhcf101f3_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/meson-python-0.20.0-pyh7e86bf3_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/packaging-26.3-pyhc364b38_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/pyproject-metadata-0.12.1-pyhd8ed1ab_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/python_abi-3.14-8_cp314.conda
+      - conda: https://prefix.dev/conda-forge/noarch/tomli-2.4.1-pyhcf101f3_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
+      - conda_source: array-api-extra[b6ba2e51] @ .
       linux-aarch64:
       - conda: https://prefix.dev/conda-forge/linux-aarch64/_openmp_mutex-4.5-20_gnu.conda
       - conda: https://prefix.dev/conda-forge/linux-aarch64/bzip2-1.0.8-h4777abc_10.conda
@@ -166,40 +199,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/osx-arm64/uv-0.12.5-h58858c0_1.conda
       - conda: https://prefix.dev/conda-forge/osx-arm64/zstd-1.5.7-hf451053_7.conda
       - conda_source: array-api-extra[497aff8c] @ .
-      p1:
-      - conda: https://prefix.dev/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/bzip2-1.0.8-hda65f42_10.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/icu-78.3-py310h44b86e0_2.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/ld_impl_linux-64-2.46.1-default_hbd61a6d_102.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libexpat-2.8.1-hecca717_1.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libffi-3.7.0-h3435931_0.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libgcc-16.1.0-ha9f2e26_1.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libgomp-16.1.0-he0feb66_1.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/liblzma-5.8.3-hb03c661_1.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libmpdec-4.0.0-hb03c661_2.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libsqlite-3.53.4-h13e7031_1.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libstdcxx-16.1.0-h934c35e_1.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libuuid-2.42.2-h5347b49_0.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_3.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/ncurses-6.6-hdb14827_1.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/ninja-1.13.2-h171cf75_1.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/openssl-3.6.3-h35e630c_1.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/python-3.14.6-h242f9ac_102_cp314.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/readline-8.3-hd6e31c0_1.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/tk-8.6.13-noxft_hd70dff1_3.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/uv-0.12.5-hec9e821_1.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_7.conda
-      - conda: https://prefix.dev/conda-forge/noarch/array-api-compat-1.15.0-pyhc364b38_0.conda
-      - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.7.22-hbd8a1cb_0.conda
-      - conda: https://prefix.dev/conda-forge/noarch/meson-1.12.0-pyhcf101f3_0.conda
-      - conda: https://prefix.dev/conda-forge/noarch/meson-python-0.20.0-pyh7e86bf3_0.conda
-      - conda: https://prefix.dev/conda-forge/noarch/packaging-26.3-pyhc364b38_0.conda
-      - conda: https://prefix.dev/conda-forge/noarch/pyproject-metadata-0.12.1-pyhd8ed1ab_0.conda
-      - conda: https://prefix.dev/conda-forge/noarch/python_abi-3.14-8_cp314.conda
-      - conda: https://prefix.dev/conda-forge/noarch/tomli-2.4.1-pyhcf101f3_0.conda
-      - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
-      - conda_source: array-api-extra[b6ba2e51] @ .
-      p2:
+      win-64:
       - conda: https://prefix.dev/conda-forge/noarch/array-api-compat-1.15.0-pyhc364b38_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.7.22-h4c7d964_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/meson-1.12.0-pyhcf101f3_0.conda
@@ -227,7 +227,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/win-64/vcomp14-14.51.36247-habf1de7_41.conda
       - conda: https://prefix.dev/conda-forge/win-64/zstd-1.5.7-h534d264_7.conda
       - conda_source: array-api-extra[6e183cec] @ .
-      win-64:
+      win-64-cuda-12-9:
       - conda: https://prefix.dev/conda-forge/noarch/array-api-compat-1.15.0-pyhc364b38_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.7.22-h4c7d964_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/meson-1.12.0-pyhcf101f3_0.conda
@@ -458,178 +458,417 @@ environments:
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       - conda: https://prefix.dev/conda-forge/noarch/zipp-4.1.0-pyhcf101f3_0.conda
       - conda_source: array-api-extra[b6ba2e51] @ .
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-      - conda: https://prefix.dev/conda-forge/linux-aarch64/actionlint-1.7.12-hddfeb4d_0.conda
-      - conda: https://prefix.dev/conda-forge/linux-aarch64/ast-serialize-0.8.0-py310h8c58d24_0.conda
-      - conda: https://prefix.dev/conda-forge/linux-aarch64/astroid-4.0.4-py314h28a4750_0.conda
-      - conda: https://prefix.dev/conda-forge/linux-aarch64/brotli-python-1.2.0-py314hd574b5f_3.conda
-      - conda: https://prefix.dev/conda-forge/linux-aarch64/bzip2-1.0.8-h4777abc_10.conda
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-      - conda_source: array-api-extra[b6ba2e51] @ .
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       - conda: https://prefix.dev/conda-forge/noarch/array-api-strict-2.6.1-pyhc364b38_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.7.22-h4c7d964_0.conda
@@ -7638,7 +7638,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/win-64/vcomp14-14.51.36247-habf1de7_41.conda
       - conda: https://prefix.dev/conda-forge/win-64/zstd-1.5.7-h534d264_7.conda
       - conda_source: array-api-extra[6e183cec] @ .
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+      win-64-cuda-12-9:
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       - conda: https://prefix.dev/conda-forge/noarch/array-api-strict-2.6.1-pyhc364b38_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.7.22-h4c7d964_0.conda
@@ -7738,6 +7738,48 @@ environments:
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       - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
       - conda_source: array-api-extra[b6ba2e51] @ .
+      linux-64-cuda-12-9:
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+      - conda: https://prefix.dev/conda-forge/noarch/pygments-2.21.0-pyhcf101f3_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/pyproject-metadata-0.12.1-pyhd8ed1ab_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/pytest-9.1.1-pyhc364b38_2.conda
+      - conda: https://prefix.dev/conda-forge/noarch/pytest-cov-7.1.0-pyhcf101f3_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/python_abi-3.14-8_cp314.conda
+      - conda: https://prefix.dev/conda-forge/noarch/tomli-2.4.1-pyhcf101f3_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/typing_extensions-4.16.0-pyhcf101f3_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
+      - conda_source: array-api-extra[b6ba2e51] @ .
       linux-aarch64:
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       - conda: https://prefix.dev/conda-forge/linux-aarch64/bzip2-1.0.8-h4777abc_10.conda
@@ -7853,49 +7895,7 @@ environments:
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       - conda: https://prefix.dev/conda-forge/osx-arm64/zstd-1.5.7-hf451053_7.conda
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-      - conda: https://prefix.dev/conda-forge/noarch/tomli-2.4.1-pyhcf101f3_0.conda
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-      - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
-      - conda_source: array-api-extra[b6ba2e51] @ .
-      p2:
+      win-64:
       - conda: https://prefix.dev/conda-forge/noarch/array-api-compat-1.15.0-pyhc364b38_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.7.22-h4c7d964_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
@@ -7932,7 +7932,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/win-64/vcomp14-14.51.36247-habf1de7_41.conda
       - conda: https://prefix.dev/conda-forge/win-64/zstd-1.5.7-h534d264_7.conda
       - conda_source: array-api-extra[6e183cec] @ .
-      win-64:
+      win-64-cuda-12-9:
       - conda: https://prefix.dev/conda-forge/noarch/array-api-compat-1.15.0-pyhc364b38_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.7.22-h4c7d964_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
diff --git a/pixi.toml b/pixi.toml
index dc2b92e1..80174c4e 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -371,7 +371,7 @@ numpy = "=1.24.1"
 [feature.backends.dependencies]
 pytorch = ">=2.12.0"
 dask-core = ">=2026.7.1"  # No distributed, tornado, etc.
-sparse = ">=0.19.1"
+sparse = ">=0.19.2"
 
 [feature.backends.target.unix.dependencies]
 jax = ">=0.10.2"  # waiting for conda-forge/jaxlib-feedstock#326