diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index c2fe99c0..b261848a 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -71,18 +71,18 @@ jobs:
       matrix:
         platform: [linux-x64, linux-arm, macos, windows]
         environment:
-          - tests-py311
+          - tests-py312
           - tests-py314
           - tests-numpy1
           - tests-nogil
           - tests-backends
-          - tests-backends-py311
+          - tests-backends-py312
           - tests-run-deps
         include:
           # Full x64 image is faster than ubuntu-slim for the slowest jobs
-          - {environment: tests-py311, x64_runner: ubuntu-latest}
+          - {environment: tests-py312, x64_runner: ubuntu-latest}
           - {environment: tests-backends, x64_runner: ubuntu-latest}
-          - {environment: tests-backends-py311, x64_runner: ubuntu-latest}
+          - {environment: tests-backends-py312, x64_runner: ubuntu-latest}
           # Non-default pixi task (default: tests-ci)
           - {
               environment: tests-nogil,
diff --git a/pixi.lock b/pixi.lock
index d41901fe..fadfa40e 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -77,7 +77,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/noarch/python_abi-3.14-9_cp314.conda
       - conda: https://prefix.dev/conda-forge/noarch/tomli-2.5.0-pyh5ded981_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
-      - conda_source: array-api-extra[778be824] @ .
+      - conda_source: array-api-extra[197c42b0] @ .
       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
@@ -110,7 +110,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/noarch/python_abi-3.14-9_cp314.conda
       - conda: https://prefix.dev/conda-forge/noarch/tomli-2.5.0-pyh5ded981_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
-      - conda_source: array-api-extra[778be824] @ .
+      - conda_source: array-api-extra[197c42b0] @ .
       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
@@ -143,7 +143,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/noarch/python_abi-3.14-9_cp314.conda
       - conda: https://prefix.dev/conda-forge/noarch/tomli-2.5.0-pyh5ded981_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
-      - conda_source: array-api-extra[314bd412] @ .
+      - conda_source: array-api-extra[3cd7f651] @ .
       osx-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-2026.10.23-hbd8a1cb_0.conda
@@ -171,7 +171,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/osx-64/tk-8.6.13-ha6c374e_4.conda
       - conda: https://prefix.dev/conda-forge/osx-64/uv-0.13.1-h76ff3f9_0.conda
       - conda: https://prefix.dev/conda-forge/osx-64/zstd-1.5.7-hbc1a06c_7.conda
-      - conda_source: array-api-extra[e7c94c49] @ .
+      - conda_source: array-api-extra[14574ba4] @ .
       osx-arm64:
       - 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-2026.10.23-hbd8a1cb_0.conda
@@ -199,7 +199,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/osx-arm64/tk-8.6.13-hbeba79b_4.conda
       - conda: https://prefix.dev/conda-forge/osx-arm64/uv-0.13.1-hfc06f74_0.conda
       - conda: https://prefix.dev/conda-forge/osx-arm64/zstd-1.5.7-hf451053_7.conda
-      - conda_source: array-api-extra[b8cd33b1] @ .
+      - conda_source: array-api-extra[83955e50] @ .
       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-2026.10.23-h4c7d964_0.conda
@@ -228,7 +228,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/win-64/vc14_runtime-14.51.36247-habf1de7_41.conda
       - 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[6eeb0334] @ .
+      - conda_source: array-api-extra[4d7a6ee2] @ .
       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-2026.10.23-h4c7d964_0.conda
@@ -257,7 +257,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/win-64/vc14_runtime-14.51.36247-habf1de7_41.conda
       - 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[6eeb0334] @ .
+      - conda_source: array-api-extra[4d7a6ee2] @ .
   dev:
     channels:
     - url: https://prefix.dev/conda-forge/
@@ -279,10 +279,10 @@ environments:
       - conda: https://prefix.dev/conda-forge/linux-64/gmpy2-2.3.2-py314h1867f89_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/hypothesis-6.170.1-py311hf77984d_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/icu-78.3-py310h44b86e0_2.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/jaxlib-0.10.2-cpu_py314h689b786_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/jaxlib-0.12.0.1-cpu_py314he1f0098_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/ld_impl_linux-64-2.46.1-default_hbd61a6d_103.conda
       - conda: https://prefix.dev/conda-forge/linux-64/lefthook-2.2.2-hfc2019e_0.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libabseil-20260107.1-cxx17_h7b12aa8_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libabseil-20260526.0-cxx17_h0dc7533_3.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libblas-3.11.0-11_h5875eb1_mkl.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libbrotlicommon-1.2.0-h39a168f_4.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libbrotlidec-1.2.0-ha411449_4.conda
@@ -294,19 +294,19 @@ environments:
       - conda: https://prefix.dev/conda-forge/linux-64/libgcc-16.2.0-ha9f2e26_7.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libgfortran-16.2.0-h69a702a_7.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libgfortran5-16.2.0-h6b99dfc_7.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libgrpc-1.78.1-h1d1128b_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libgrpc-1.82.1-h284dbb2_1.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libhwloc-2.15.0-default_hd7c4d0c_1001.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libiconv-1.18-h0cb94f2_3.conda
       - conda: https://prefix.dev/conda-forge/linux-64/liblapack-3.11.0-11_h5e43f62_mkl.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/libnghttp2-1.68.1-h74cf4be_1.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libprotobuf-6.33.5-h538a264_2.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libprotobuf-7.35.1-h622638d_3.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libpython-3.14.8-hd51c5da_102_cp314.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libre2-11-2025.11.05-h0dc7533_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libre2-11-2025.11.05-h60473fc_2.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libsqlite-3.54.1-h13e7031_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libstdcxx-16.2.0-h934c35e_7.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libtorch-2.12.0-cpu_mkl_h55d9b97_100.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libtorch-2.14.1-cpu_mkl_hc3c961d_100.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libuuid-2.42.4-hcfc3c73_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libuv-1.52.1-h280c20c_1.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libxml2-16-2.15.4-hf3af7cc_1.conda
@@ -322,7 +322,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/linux-64/mypy-2.4.0-py314hfe1a184_0.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/nodejs-26.3.1-he4ff34a_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/nodejs-26.10.0-ha5cdc1e_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/numba-0.68.0-py314hf3b331d_1.conda
       - conda: https://prefix.dev/conda-forge/linux-64/numpy-2.5.4-py314hd3a7d6b_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/onednn-3.13.4-threadpool_h2b436bf_1.conda
@@ -334,9 +334,9 @@ environments:
       - conda: https://prefix.dev/conda-forge/linux-64/python-3.14.8-hcd007b5_102_cp314.conda
       - conda: https://prefix.dev/conda-forge/linux-64/python-librt-0.16.0-py314hfe1a184_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/pytokens-0.4.1-py314hfe1a184_3.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/pytorch-2.12.0-cpu_mkl_py314_h94e416f_100.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/pytorch-2.14.1-cpu_mkl_py314_h0071e89_100.conda
       - conda: https://prefix.dev/conda-forge/linux-64/pyyaml-6.0.3-py314h67df5f8_1.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/re2-2025.11.05-h5301d42_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/re2-2025.11.05-h94463f1_2.conda
       - conda: https://prefix.dev/conda-forge/linux-64/readline-8.3-hd6e31c0_1.conda
       - conda: https://prefix.dev/conda-forge/linux-64/ruff-0.17.1-hf19af3b_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/scipy-1.18.1-py314h36f0660_1.conda
@@ -390,7 +390,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/noarch/ipython-9.17.1-pyh53cf698_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/isort-9.0.2-pyhd8ed1ab_0.conda
-      - conda: https://prefix.dev/conda-forge/noarch/jax-0.10.2-pyhd8ed1ab_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/jax-0.12.0.1-pyhd8ed1ab_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/jedi-0.20.1-pyh5ded981_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/jinja2-3.1.6-pyhcf101f3_1.conda
       - conda: https://prefix.dev/conda-forge/noarch/locket-1.0.0-pyhd8ed1ab_0.tar.bz2
@@ -435,6 +435,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/noarch/python_abi-3.14-9_cp314.conda
       - conda: https://prefix.dev/conda-forge/noarch/requests-2.34.2-pyhcf101f3_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/roman-numerals-4.1.0-pyhd8ed1ab_0.conda
+      - conda: https://prefix.dev/conda-forge/noarch/scikit-build-core-1.1.1-pyhcb39dcd_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/scipy-doctest-2.2.0-pyhcf101f3_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/setuptools-81.0.0-pyh332efcf_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/snowballstemmer-3.1.1-pyhd8ed1ab_0.conda
@@ -463,7 +464,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/noarch/urllib3-2.8.0-pyhd8ed1ab_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/validate-pyproject-0.25-pyhd8ed1ab_0.conda
       - conda: https://prefix.dev/conda-forge/noarch/zipp-4.1.1-pyh5ded981_0.conda
-      - conda_source: array-api-extra[778be824] @ .
+      - conda_source: array-api-extra[197c42b0] @ .
       linux-64-cuda-12-9:
       - conda: https://prefix.dev/conda-forge/linux-64/_openmp_mutex-4.5-8_kmp_llvm.conda
       - conda: https://prefix.dev/conda-forge/linux-64/actionlint-1.7.12-h8bc977c_0.conda
@@ -492,10 +493,10 @@ environments:
       - conda: https://prefix.dev/conda-forge/linux-64/gmpy2-2.3.2-py314h1867f89_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/hypothesis-6.170.1-py311hf77984d_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/icu-78.3-py310h44b86e0_2.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/jaxlib-0.10.2-cuda129_py314h21b44f8_201.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/jaxlib-0.12.0.1-cuda129_py314h3e42753_200.conda
       - conda: https://prefix.dev/conda-forge/linux-64/ld_impl_linux-64-2.46.1-default_hbd61a6d_103.conda
       - conda: https://prefix.dev/conda-forge/linux-64/lefthook-2.2.2-hfc2019e_0.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libabseil-20260107.1-cxx17_h7b12aa8_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libabseil-20260526.0-cxx17_h0dc7533_3.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libblas-3.11.0-11_h5875eb1_mkl.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libbrotlicommon-1.2.0-h39a168f_4.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libbrotlidec-1.2.0-ha411449_4.conda
@@ -522,7 +523,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/linux-64/libgcc-16.2.0-ha9f2e26_7.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libgfortran-16.2.0-h69a702a_7.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libgfortran5-16.2.0-h6b99dfc_7.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libgrpc-1.78.1-h1d1128b_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libgrpc-1.82.1-h284dbb2_1.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libhwloc-2.15.0-default_hd7c4d0c_1001.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libiconv-1.18-h0cb94f2_3.conda
       - conda: https://prefix.dev/conda-forge/linux-64/liblapack-3.11.0-11_h5e43f62_mkl.conda
@@ -532,13 +533,13 @@ environments:
       - conda: https://prefix.dev/conda-forge/linux-64/libnghttp2-1.68.1-h74cf4be_1.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libnl-3.11.0-hb03c661_1.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libnvjitlink-12.9.86-hecca717_2.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libprotobuf-6.33.5-h538a264_2.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libprotobuf-7.35.1-h622638d_3.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libpython-3.14.8-hd51c5da_102_cp314.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libre2-11-2025.11.05-h0dc7533_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libre2-11-2025.11.05-h60473fc_2.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libsqlite-3.54.1-h13e7031_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libstdcxx-16.2.0-h934c35e_7.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libsystemd0-262.1-h26e0ef7_0.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/libtorch-2.12.0-cuda129_mkl_hbb687bd_300.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/libtorch-2.14.1-cuda129_mkl_h546cc0b_300.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libudev1-262.1-h26e0ef7_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libuuid-2.42.4-hcfc3c73_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/libuv-1.52.1-h280c20c_1.conda
@@ -556,7 +557,7 @@ environments:
       - conda: https://prefix.dev/conda-forge/linux-64/nccl-2.32.3.1-h4d09622_0.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/nodejs-26.3.1-he4ff34a_0.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/nodejs-26.10.0-ha5cdc1e_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/numba-0.68.0-py314hf3b331d_1.conda
       - conda: https://prefix.dev/conda-forge/linux-64/numpy-2.5.4-py314hd3a7d6b_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/onednn-3.13.4-threadpool_h2b436bf_1.conda
@@ -568,10 +569,10 @@ environments:
       - conda: https://prefix.dev/conda-forge/linux-64/python-3.14.8-hcd007b5_102_cp314.conda
       - conda: https://prefix.dev/conda-forge/linux-64/python-librt-0.16.0-py314hfe1a184_0.conda
       - conda: https://prefix.dev/conda-forge/linux-64/pytokens-0.4.1-py314hfe1a184_3.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/pytorch-2.12.0-cuda129_mkl_py314_h245c5d3_300.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/pytorch-2.14.1-cuda129_mkl_py314_h0b5d900_300.conda
       - conda: https://prefix.dev/conda-forge/linux-64/pyyaml-6.0.3-py314h67df5f8_1.conda
       - conda: https://prefix.dev/conda-forge/linux-64/rdma-core-65.0-h7b4f2e6_0.conda
-      - conda: https://prefix.dev/conda-forge/linux-64/re2-2025.11.05-h5301d42_1.conda
+      - conda: https://prefix.dev/conda-forge/linux-64/re2-2025.11.05-h94463f1_2.conda
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-      - conda_source: array-api-extra[778be824] @ .
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-      - conda_source: array-api-extra[778be824] @ .
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-      - conda_source: array-api-extra[314bd412] @ .
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-      - conda_source: array-api-extra[e7c94c49] @ .
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-      - conda_source: array-api-extra[b8cd33b1] @ .
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-      - conda: https://prefix.dev/conda-forge/linux-64/brotli-python-1.2.0-py311heb3be6f_4.conda
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-      - conda_source: array-api-extra[778be824] @ .
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-      - conda: https://prefix.dev/conda-forge/noarch/python_abi-3.11-9_cp311.conda
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-      - conda: https://prefix.dev/conda-forge/linux-64/pytorch-2.12.0-cuda129_mkl_py314_h245c5d3_300.conda
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-      - conda_source: array-api-extra[778be824] @ .
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-      - conda_source: array-api-extra[778be824] @ .
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-      - conda_source: array-api-extra[6eeb0334] @ .
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-      - conda_source: array-api-extra[778be824] @ .
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+  - libabseil >=20260526.0,<20260527.0a0
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+- conda: https://prefix.dev/conda-forge/linux-64/libtorch-2.14.1-cuda129_mkl_h546cc0b_300.conda
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-  - pytorch-gpu 2.12.0
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+  - libabseil >=20260526.0,<20260527.0a0
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+  - python_abi 3.12.* *_cp312
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+  - libabseil >=20260526.0,<20260527.0a0
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-  md5: 0635502eadb751abecd2c68af249f50f
+  size: 15092655
+  timestamp: 1766109172552
+- conda: https://prefix.dev/conda-forge/win-64/scipy-1.17.1-py312h9b3c559_1.conda
+  sha256: b8a13caeb04f2b943e7c617a4b76805450618716b38688ee8d3f79b60d529e84
+  md5: 0b8c96ed1c04732ff8eb5d481b44c43c
   depends:
   - libblas >=3.9.0,<4.0a0
   - libcblas >=3.9.0,<4.0a0
@@ -20290,16 +20171,16 @@ packages:
   - numpy <2.7
   - numpy >=1.23,<3
   - numpy >=1.25.2
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
   - ucrt >=10.0.20348.0
   - vc >=14.3,<15
   - vc14_runtime >=14.44.35208
   license: BSD-3-Clause
   license_family: BSD
   run_exports: {}
-  size: 15241561
-  timestamp: 1779876161272
+  size: 15078490
+  timestamp: 1779876221509
 - conda: https://prefix.dev/conda-forge/win-64/scipy-1.17.1-py314h221f224_1.conda
   sha256: f807e97b237b8528118557ef05073a9f4586c845f2431b25466aa88d268e7274
   md5: 4e015e3de1f22a035a29ceba386f91aa
@@ -20320,6 +20201,26 @@ packages:
   run_exports: {}
   size: 15229740
   timestamp: 1779876154782
+- conda: https://prefix.dev/conda-forge/win-64/scipy-1.18.1-py312h8847828_1.conda
+  sha256: 150b400449ff18c66255ba5fb31acb27db9d62906417f10c832e46e10f5faff6
+  md5: b617dec223af024a143fe34569ec7b1d
+  depends:
+  - libblas >=3.9.0,<4.0a0
+  - libcblas >=3.9.0,<4.0a0
+  - liblapack >=3.9.0,<4.0a0
+  - numpy <2.8
+  - numpy >=1.25,<3
+  - numpy >=2.0.0
+  - python >=3.12,<3.13.0a0
+  - python_abi 3.12.* *_cp312
+  - ucrt >=10.0.20348.0
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  license: BSD-3-Clause
+  license_family: BSD
+  run_exports: {}
+  size: 14875580
+  timestamp: 1790023004284
 - conda: https://prefix.dev/conda-forge/win-64/scipy-1.18.1-py314h092a221_1.conda
   sha256: 5a7f166699c2eb45456cf7db356de3885a34f356d2d515099b0d3f0565b7bfe5
   md5: acb984ad47ca1133b0b27f30aaaaa29c
@@ -20491,16 +20392,6 @@ packages:
     - vcomp14 >=14.51.36247
   size: 155910
   timestamp: 1785359349999
-- conda: https://prefix.dev/conda-forge/win-64/vs2015_runtime-14.51.36247-h633cb9f_41.conda
-  sha256: ee0ae67c96b80b9fdb50c3f617c6329dbcdf1562d0267604f6c0e24f494431d6
-  md5: 21504569fa34b5d3a67760219e3ff1cc
-  depends:
-  - vc14_runtime >=14.51.36247
-  license: BSD-3-Clause
-  license_family: BSD
-  run_exports: {}
-  size: 21386
-  timestamp: 1785359368990
 - conda: https://prefix.dev/conda-forge/win-64/wcwidth-0.9.2-py311hdbcae8a_0.conda
   noarch: python
   sha256: ad6a9373bed593daf3f8645044a2ac793726b4482ce78dbdb46a81cb9dfb4448
@@ -20563,13 +20454,84 @@ packages:
     - zstd >=1.5.7,<1.6.0a0
   size: 387535
   timestamp: 1786599623274
-- conda_source: array-api-extra[314bd412] @ .
+- conda_source: array-api-extra[14574ba4] @ .
   variants:
     target_platform: noarch
   depends:
   - array-api-compat >=1.15.0,<2
   - python *
-  - python >=3.11
+  - python >=3.12
+  license: MIT
+  host_packages:
+  - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.10.23-hbd8a1cb_0.conda
+  - conda: https://prefix.dev/conda-forge/noarch/meson-1.12.1-pyh5ded981_0.conda
+  - conda: https://prefix.dev/conda-forge/noarch/meson-python-0.22.1-pyh3b9e9f2_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-3.15-9_cp315.conda
+  - conda: https://prefix.dev/conda-forge/noarch/tomli-2.5.0-pyh5ded981_0.conda
+  - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/bzip2-1.0.8-h374f1ed_10.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/libcxx-23.1.3-h19cb2f5_0.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/libedit-3.1.20260512-pl5321hba2e2ab_0.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/libexpat-2.8.5-h6e061ac_0.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/libffi-3.7.0-h6b3a05b_1.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/liblzma-5.8.3-hbb4bfdb_1.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/libmpdec-4.0.0-ha1e9b39_2.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/libsqlite-3.54.1-ha5db789_100.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/libzlib-1.3.2-hbb4bfdb_3.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/ncurses-6.6-hcc0dc9a_1.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/ninja-1.13.2-hebe015c_1.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/openssl-3.6.5-h332eb6d_0.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/python-3.15.0-h0abcc05_101_cp315.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/tk-8.6.13-ha6c374e_4.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/uv-0.13.1-h76ff3f9_0.conda
+  - conda: https://prefix.dev/conda-forge/osx-64/zstd-1.5.7-hbc1a06c_7.conda
+- conda_source: array-api-extra[197c42b0] @ .
+  variants:
+    target_platform: noarch
+  depends:
+  - array-api-compat >=1.15.0,<2
+  - python *
+  - python >=3.12
+  license: MIT
+  host_packages:
+  - 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/ld_impl_linux-64-2.46.1-default_hbd61a6d_103.conda
+  - conda: https://prefix.dev/conda-forge/linux-64/libedit-3.1.20260512-pl5321h373387f_0.conda
+  - conda: https://prefix.dev/conda-forge/linux-64/libexpat-2.8.5-hd2095e1_0.conda
+  - conda: https://prefix.dev/conda-forge/linux-64/libffi-3.7.0-h81df57d_1.conda
+  - conda: https://prefix.dev/conda-forge/linux-64/libgcc-16.2.0-ha9f2e26_7.conda
+  - conda: https://prefix.dev/conda-forge/linux-64/libgomp-16.2.0-he0feb66_7.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-3.54.1-h0737f62_100.conda
+  - conda: https://prefix.dev/conda-forge/linux-64/libstdcxx-16.2.0-h934c35e_7.conda
+  - conda: https://prefix.dev/conda-forge/linux-64/libuuid-2.42.4-hcfc3c73_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-3.6.5-h781a0a9_0.conda
+  - conda: https://prefix.dev/conda-forge/linux-64/python-3.15.0-h6e52b48_101_cp315.conda
+  - conda: https://prefix.dev/conda-forge/linux-64/tk-8.6.13-noxft_h1df4ec4_4.conda
+  - conda: https://prefix.dev/conda-forge/linux-64/uv-0.13.1-h535ca38_0.conda
+  - conda: https://prefix.dev/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_7.conda
+  - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.10.23-hbd8a1cb_0.conda
+  - conda: https://prefix.dev/conda-forge/noarch/meson-1.12.1-pyh5ded981_0.conda
+  - conda: https://prefix.dev/conda-forge/noarch/meson-python-0.22.1-pyh3b9e9f2_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-3.15-9_cp315.conda
+  - conda: https://prefix.dev/conda-forge/noarch/tomli-2.5.0-pyh5ded981_0.conda
+  - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
+- conda_source: array-api-extra[3cd7f651] @ .
+  variants:
+    target_platform: noarch
+  depends:
+  - array-api-compat >=1.15.0,<2
+  - python *
+  - python >=3.12
   license: MIT
   host_packages:
   - conda: https://prefix.dev/conda-forge/linux-aarch64/_openmp_mutex-4.5-20_gnu.conda
@@ -20601,13 +20563,13 @@ packages:
   - conda: https://prefix.dev/conda-forge/noarch/python_abi-3.15-9_cp315.conda
   - conda: https://prefix.dev/conda-forge/noarch/tomli-2.5.0-pyh5ded981_0.conda
   - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
-- conda_source: array-api-extra[6eeb0334] @ .
+- conda_source: array-api-extra[4d7a6ee2] @ .
   variants:
     target_platform: noarch
   depends:
   - array-api-compat >=1.15.0,<2
   - python *
-  - python >=3.11
+  - python >=3.12
   license: MIT
   host_packages:
   - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.10.23-h4c7d964_0.conda
@@ -20635,51 +20597,13 @@ packages:
   - conda: https://prefix.dev/conda-forge/win-64/vc14_runtime-14.51.36247-habf1de7_41.conda
   - 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[778be824] @ .
-  variants:
-    target_platform: noarch
-  depends:
-  - array-api-compat >=1.15.0,<2
-  - python *
-  - python >=3.11
-  license: MIT
-  host_packages:
-  - 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/ld_impl_linux-64-2.46.1-default_hbd61a6d_103.conda
-  - conda: https://prefix.dev/conda-forge/linux-64/libedit-3.1.20260512-pl5321h373387f_0.conda
-  - conda: https://prefix.dev/conda-forge/linux-64/libexpat-2.8.5-hd2095e1_0.conda
-  - conda: https://prefix.dev/conda-forge/linux-64/libffi-3.7.0-h81df57d_1.conda
-  - conda: https://prefix.dev/conda-forge/linux-64/libgcc-16.2.0-ha9f2e26_7.conda
-  - conda: https://prefix.dev/conda-forge/linux-64/libgomp-16.2.0-he0feb66_7.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-3.54.1-h0737f62_100.conda
-  - conda: https://prefix.dev/conda-forge/linux-64/libstdcxx-16.2.0-h934c35e_7.conda
-  - conda: https://prefix.dev/conda-forge/linux-64/libuuid-2.42.4-hcfc3c73_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-3.6.5-h781a0a9_0.conda
-  - conda: https://prefix.dev/conda-forge/linux-64/python-3.15.0-h6e52b48_101_cp315.conda
-  - conda: https://prefix.dev/conda-forge/linux-64/tk-8.6.13-noxft_h1df4ec4_4.conda
-  - conda: https://prefix.dev/conda-forge/linux-64/uv-0.13.1-h535ca38_0.conda
-  - conda: https://prefix.dev/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_7.conda
-  - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.10.23-hbd8a1cb_0.conda
-  - conda: https://prefix.dev/conda-forge/noarch/meson-1.12.1-pyh5ded981_0.conda
-  - conda: https://prefix.dev/conda-forge/noarch/meson-python-0.22.1-pyh3b9e9f2_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-3.15-9_cp315.conda
-  - conda: https://prefix.dev/conda-forge/noarch/tomli-2.5.0-pyh5ded981_0.conda
-  - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
-- conda_source: array-api-extra[b8cd33b1] @ .
+- conda_source: array-api-extra[83955e50] @ .
   variants:
     target_platform: noarch
   depends:
   - array-api-compat >=1.15.0,<2
   - python *
-  - python >=3.11
+  - python >=3.12
   license: MIT
   host_packages:
   - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.10.23-hbd8a1cb_0.conda
@@ -20706,36 +20630,3 @@ packages:
   - conda: https://prefix.dev/conda-forge/osx-arm64/tk-8.6.13-hbeba79b_4.conda
   - conda: https://prefix.dev/conda-forge/osx-arm64/uv-0.13.1-hfc06f74_0.conda
   - conda: https://prefix.dev/conda-forge/osx-arm64/zstd-1.5.7-hf451053_7.conda
-- conda_source: array-api-extra[e7c94c49] @ .
-  variants:
-    target_platform: noarch
-  depends:
-  - array-api-compat >=1.15.0,<2
-  - python *
-  - python >=3.11
-  license: MIT
-  host_packages:
-  - conda: https://prefix.dev/conda-forge/noarch/ca-certificates-2026.10.23-hbd8a1cb_0.conda
-  - conda: https://prefix.dev/conda-forge/noarch/meson-1.12.1-pyh5ded981_0.conda
-  - conda: https://prefix.dev/conda-forge/noarch/meson-python-0.22.1-pyh3b9e9f2_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-3.15-9_cp315.conda
-  - conda: https://prefix.dev/conda-forge/noarch/tomli-2.5.0-pyh5ded981_0.conda
-  - conda: https://prefix.dev/conda-forge/noarch/tzdata-2026c-h151e31d_0.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/bzip2-1.0.8-h374f1ed_10.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/libcxx-23.1.3-h19cb2f5_0.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/libedit-3.1.20260512-pl5321hba2e2ab_0.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/libexpat-2.8.5-h6e061ac_0.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/libffi-3.7.0-h6b3a05b_1.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/liblzma-5.8.3-hbb4bfdb_1.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/libmpdec-4.0.0-ha1e9b39_2.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/libsqlite-3.54.1-ha5db789_100.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/libzlib-1.3.2-hbb4bfdb_3.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/ncurses-6.6-hcc0dc9a_1.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/ninja-1.13.2-hebe015c_1.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/openssl-3.6.5-h332eb6d_0.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/python-3.15.0-h0abcc05_101_cp315.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/tk-8.6.13-ha6c374e_4.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/uv-0.13.1-h76ff3f9_0.conda
-  - conda: https://prefix.dev/conda-forge/osx-64/zstd-1.5.7-hbc1a06c_7.conda
diff --git a/pixi.toml b/pixi.toml
index 50e537ad..03f3fb94 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -19,6 +19,8 @@ exclude-newer = "7d"
 certifi = "0d"
 ca-certificates = "0d"
 brotli-python = "2d"
+jax = "1d"
+jaxlib = "1d"
 
 ### array-api-extra package definition ###
 
@@ -36,8 +38,8 @@ default = {
   solve-group = "py314",
 }
 lint = {
-  features = ["py311", "lint"],
-  solve-group = "py311",
+  features = ["py312", "lint"],
+  solve-group = "py312",
 }
 docs = {
   features = ["py314", "docs"],
@@ -52,9 +54,9 @@ tests-py314 = {  # alias of tests
   features = ["py314", "tests"],
   solve-group = "py314",
 }
-tests-py311 = {
-  features = ["py311", "tests"],
-  solve-group = "py311",
+tests-py312 = {
+  features = ["py312", "tests"],
+  solve-group = "py312",
 }
 tests-run-deps = {
   features = ["py314", "tests-run-deps"],
@@ -70,7 +72,7 @@ tests-backends = {
   features = ["py314", "tests", "backends"],
   solve-group = "backends",
 }
-tests-backends-py311.features = ["py311", "tests", "backends"]
+tests-backends-py312.features = ["py312", "tests", "backends"]
 
 # CUDA not available on free github actions and on some developers' PCs
 dev-cuda = {
@@ -81,10 +83,10 @@ tests-cuda = {
   features = ["py314", "tests", "backends", "cuda-backends"],
   solve-group = "cuda",
 }
-tests-cuda-py311.features = ["py311", "tests", "backends", "cuda-backends"]
+tests-cuda-py312.features = ["py312", "tests", "backends", "cuda-backends"]
 
 # Ungrouped environments
-tests-numpy1 = ["py311", "tests", "numpy1"]
+tests-numpy1 = ["py312", "tests", "numpy1"]
 tests-nogil = ["py314t", "nogil", "tests"]
 
 ### default feature definition ###
@@ -355,8 +357,8 @@ ipython = {
   default-environment = "dev",
 }
 
-[feature.py311.dependencies]
-python = "~=3.11.0"
+[feature.py312.dependencies]
+python = "~=3.12.0"
 
 [feature.py314.dependencies]
 python = "~=3.14.0"
@@ -367,18 +369,19 @@ python-freethreading = "~=3.14.0"
 [feature.numpy1.dependencies]
 # Oldest NumPy version supported by scikit-learn.
 # Note that this is older than what SPEC0 recommends.
-numpy = "=1.24.1"
+numpy = "=1.26.0"
+scipy = "1.16.*"  # compatible ith the pinned numpy version
 
 # Backends that can run on CPU-only hosts
 # Note: JAX and PyTorch will install CPU variants.
 [feature.backends.dependencies]
-pytorch = ">=2.12.0"
+pytorch = ">=2.12.1"
 dask-core = ">=2026.8.0"  # No distributed, tornado, etc.
 sparse = ">=0.19.2"
 mparray = ">=0.2.2"
 
 [feature.backends.target.unix.dependencies]
-jax = ">=0.10.2"  # waiting for conda-forge/jaxlib-feedstock#326
+jax = ">=0.11.2"
 
 # Backends that require a GPU host and a CUDA driver.
 [feature.cuda-backends]
@@ -390,7 +393,7 @@ cupy = ">=14.2.0"
 pytorch = ">=2.12.0"
 
 [feature.cuda-backends.target.linux.dependencies]
-jaxlib = ">=0.10.2"
+jaxlib = ">=0.11.2"
 
 [feature.nogil.dependencies]
 pytest-run-parallel = ">=0.10.0"
diff --git a/pyproject.toml b/pyproject.toml
index 6daedb5c..6e99599e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,7 @@ name = "array-api-extra"
 version = "0.11.5"
 description = "Extra array functions built on top of the array API standard."
 readme = "README.md"
-requires-python = ">=3.11"
+requires-python = ">=3.12"
 license = "MIT"
 license-files = ["LICENSE"]
 authors = [
@@ -16,7 +16,6 @@ classifiers = [
   "Programming Language :: Python",
   "Programming Language :: Python :: 3",
   "Programming Language :: Python :: 3 :: Only",
-  "Programming Language :: Python :: 3.11",
   "Programming Language :: Python :: 3.12",
   "Programming Language :: Python :: 3.13",
   "Programming Language :: Python :: 3.14",
@@ -37,7 +36,7 @@ build-backend = "mesonpy"
 [tool.basedpyright]
 include = ["src", "tests"]
 exclude = ["tests/vendoring/array_api_compat"]
-pythonVersion = "3.11"
+pythonVersion = "3.12"
 pythonPlatform = "All"
 typeCheckingMode = "all"
 
@@ -72,7 +71,7 @@ run.source = ["array_api_extra"]
 
 [tool.mypy]
 files = ["src", "tests"]
-python_version = "3.11"
+python_version = "3.12"
 warn_unused_configs = true
 strict = true
 enable_error_code = ["ignore-without-code", "truthy-bool"]
@@ -156,9 +155,6 @@ minversion = "6.0"
 testpaths = ["tests"]
 xfail_strict = true
 
-[tool.ruff]
-target-version = "py311"
-
 [tool.ruff.lint]
 extend-select = [
   "B",  # flake8-bugbear
diff --git a/src/array_api_extra/_lazy.py b/src/array_api_extra/_lazy.py
index 23e3b0ae..82d00036 100644
--- a/src/array_api_extra/_lazy.py
+++ b/src/array_api_extra/_lazy.py
@@ -4,19 +4,17 @@
 import math
 import typing
 from collections.abc import Callable, Sequence
-from typing import Any, ParamSpec
+from typing import Any
 
 from . import _agnostic
 from ._lib import _compat, _helpers
 from ._lib._typing import Array, ArrayLike, ArrayNamespace, DType
 
-P = ParamSpec("P")
-
 __all__ = ["lazy_apply"]
 
 
 @typing.overload  # pyrefly: ignore[invalid-param-spec]
-def lazy_apply(  # type: ignore[valid-type]
+def lazy_apply[**P](  # type: ignore[valid-type]
     func: Callable[P, Array | ArrayLike],
     *args: Array | complex | None,
     shape: tuple[int | None, ...] | None = None,
@@ -28,7 +26,7 @@ def lazy_apply(  # type: ignore[valid-type]
 
 
 @typing.overload  # pyrefly: ignore[invalid-param-spec]
-def lazy_apply(  # type: ignore[valid-type]
+def lazy_apply[**P](  # type: ignore[valid-type]
     func: Callable[P, Sequence[Array | ArrayLike]],
     *args: Array | complex | None,
     shape: Sequence[tuple[int | None, ...]],
@@ -39,7 +37,7 @@ def lazy_apply(  # type: ignore[valid-type]
 ) -> tuple[Array, ...]: ...  # numpydoc ignore=GL08
 
 
-def lazy_apply(  # type: ignore[valid-type]  # pyrefly: ignore[invalid-param-spec]  # numpydoc ignore=GL07,SA04
+def lazy_apply[**P](  # type: ignore[valid-type]  # pyrefly: ignore[invalid-param-spec]  # numpydoc ignore=GL07,SA04
     func: Callable[P, Array | ArrayLike | Sequence[Array | ArrayLike]],
     *args: Array | complex | None,
     shape: tuple[int | None, ...] | Sequence[tuple[int | None, ...]] | None = None,
diff --git a/src/array_api_extra/_lib/_backends.py b/src/array_api_extra/_lib/_backends.py
index a4760f7a..1d69e4df 100644
--- a/src/array_api_extra/_lib/_backends.py
+++ b/src/array_api_extra/_lib/_backends.py
@@ -8,9 +8,7 @@
 import numpy as np
 import pytest
 
-__all__ = ["NUMPY_VERSION", "Backend"]
-
-NUMPY_VERSION = tuple(int(v) for v in np.__version__.split(".")[:3])
+__all__ = ["Backend"]
 
 
 class Backend(Enum):  # numpydoc ignore=PR02
@@ -63,8 +61,8 @@ def pytest_param(self) -> Any:
         if self.like(Backend.ARRAY_API_STRICT):
             marks.append(
                 pytest.mark.skipif(
-                    NUMPY_VERSION < (1, 26),
-                    reason="array_api_strict is untested on NumPy <1.26",
+                    np.lib.NumpyVersion(np.__version__) < "2.0.0",
+                    reason="array_api_strict is untested on NumPy <2.0",
                 )
             )
         if self.like(Backend.DASK, Backend.JAX):
diff --git a/src/array_api_extra/_lib/_helpers.py b/src/array_api_extra/_lib/_helpers.py
index bad2d2c8..c4958cbe 100644
--- a/src/array_api_extra/_lib/_helpers.py
+++ b/src/array_api_extra/_lib/_helpers.py
@@ -13,10 +13,8 @@
 from typing import (
     Any,
     ClassVar,
-    Generic,
     Literal,
     ParamSpec,
-    TypeAlias,
     TypeVar,
 )
 
@@ -332,10 +330,10 @@ def capabilities(xp: ArrayNamespace, x: Array | None = None) -> dict[str, int |
     type, types.BuiltinFunctionType, types.FunctionType, types.ModuleType
 ))  # fmt: skip
 
-FlattenRest: TypeAlias = tuple[object, ...]
+type FlattenRest = tuple[object, ...]
 
 
-def pickle_flatten(
+def pickle_flatten[T](
     obj: object, cls: type[T] | tuple[type[T], ...]
 ) -> tuple[list[T], FlattenRest]:
     """
@@ -480,7 +478,7 @@ def persistent_load(self, pid: Literal[0, 1]) -> object:  # numpydoc ignore=GL08
     return Unpickler(f).load()
 
 
-class _AutoJITWrapper(Generic[T]):  # numpydoc ignore=PR01
+class _AutoJITWrapper[T]:  # numpydoc ignore=PR01
     """
     Helper of :func:`jax_autojit`.
 
@@ -524,7 +522,7 @@ def _register(cls) -> None:  # numpydoc ignore=SS06
             cls._registered = True
 
 
-def jax_autojit(
+def jax_autojit[**P, T](
     func: Callable[P, T],
 ) -> Callable[P, T]:  # numpydoc ignore=PR01,RT01,SS03
     """
diff --git a/src/array_api_extra/_lib/_typing.pyi b/src/array_api_extra/_lib/_typing.pyi
index 0cab9da9..c6f686ca 100644
--- a/src/array_api_extra/_lib/_typing.pyi
+++ b/src/array_api_extra/_lib/_typing.pyi
@@ -1,18 +1,18 @@
 """Static typing helpers."""
 
 from types import EllipsisType, ModuleType
-from typing import Any, Protocol, TypeAlias
+from typing import Any, Protocol, override
 
 import numpy as np
 from dask.typing import Graph, Key, SchedulerGetCallable
 from numpy.typing import ArrayLike
 
 # TODO import from typing (requires Python >=3.12 and >=3.13)
-from typing_extensions import TypeIs, override
+from typing_extensions import TypeIs
 
 # TODO: use array-api-typing once it is available
 
-ArrayNamespace: TypeAlias = ModuleType
+type ArrayNamespace = ModuleType
 
 class Array(Protocol):  # pylint: disable=missing-class-docstring
     # Unary operations
@@ -98,13 +98,11 @@ class DType(Protocol):  # pylint: disable=missing-class-docstring
 class Device(Protocol):  # pylint: disable=missing-class-docstring
     ...
 
-SetIndex: TypeAlias = (
+type SetIndex = (
     int | slice | EllipsisType | Array | tuple[int | slice | EllipsisType | Array, ...]
 )
-GetIndex: TypeAlias = (
-    SetIndex | tuple[int | slice | EllipsisType | Array | None, ...] | None
-)
-NumPyObject: TypeAlias = np.ndarray[Any, Any] | np.generic
+type GetIndex = SetIndex | tuple[int | slice | EllipsisType | Array | None, ...] | None
+type NumPyObject = np.ndarray[Any, Any] | np.generic
 
 __all__ = [
     "Array",
diff --git a/src/array_api_extra/testing/_testing.py b/src/array_api_extra/testing/_testing.py
index b6caede6..575866e9 100644
--- a/src/array_api_extra/testing/_testing.py
+++ b/src/array_api_extra/testing/_testing.py
@@ -11,7 +11,7 @@
 import warnings
 from collections.abc import Callable, Generator, Iterator, Sequence
 from types import FunctionType, ModuleType
-from typing import Any, ParamSpec, TypeVar
+from typing import Any
 
 from .._lib import _compat, _helpers
 from .._lib._typing import (
@@ -38,9 +38,6 @@
 ]
 
 
-P = ParamSpec("P")
-T = TypeVar("T")
-
 _ufuncs_tags: dict[object, dict[str, Any]] = {}
 
 
@@ -495,7 +492,7 @@ def __call__(
         return dask.get(dsk, keys, **kwargs)  # type: ignore[attr-defined]  # pyright: ignore[reportPrivateImportUsage]
 
 
-def _dask_wrap(
+def _dask_wrap[**P, T](
     func: Callable[P, T], n: int
 ) -> Callable[P, T]:  # numpydoc ignore=PR01,RT01
     """
diff --git a/tests/main/test_elementwise.py b/tests/main/test_elementwise.py
index 213dbd48..07b342b5 100644
--- a/tests/main/test_elementwise.py
+++ b/tests/main/test_elementwise.py
@@ -18,7 +18,7 @@
     rad2deg,
     sinc,
 )
-from array_api_extra._lib._backends import NUMPY_VERSION, Backend
+from array_api_extra._lib._backends import Backend
 from array_api_extra._lib._compat import device as get_device
 from array_api_extra._lib._typing import Array, ArrayNamespace, Device
 from array_api_extra.testing import assert_close, assert_equal, lazy_xp_function
@@ -206,7 +206,7 @@ def test_hypothesis(
     ):
         if (
             library.like(Backend.NUMPY)
-            and NUMPY_VERSION < (2, 0)
+            and np.lib.NumpyVersion(np.__version__) < "2.0.0"
             and dtype.type is np.float32
         ):
             pytest.xfail(reason="NumPy 1.x dtype promotion for scalars")
diff --git a/tests/main/test_helpers.py b/tests/main/test_helpers.py
index 34e1bc8c..6434d74b 100644
--- a/tests/main/test_helpers.py
+++ b/tests/main/test_helpers.py
@@ -1,5 +1,5 @@
 from collections.abc import Iterator
-from typing import Generic, TypeVar, cast
+from typing import cast
 
 import numpy as np
 import pytest
@@ -23,8 +23,6 @@
 
 from .conftest import np_compat
 
-T = TypeVar("T")
-
 # FIXME calls xp.unique_values without size
 lazy_xp_function(in1d, jax_jit=False)
 
@@ -227,7 +225,7 @@ def test_device(self, xp: ArrayNamespace, library: Backend, device: Device):
             assert actual == expect
 
 
-class Wrapper(Generic[T]):  # noqa: PLW1641
+class Wrapper[T]:  # noqa: PLW1641
     """Trivial opaque wrapper. Must be pickleable."""
 
     x: T
diff --git a/tests/main/test_searching.py b/tests/main/test_searching.py
index 4c2c1a7d..96edcb43 100644
--- a/tests/main/test_searching.py
+++ b/tests/main/test_searching.py
@@ -196,7 +196,7 @@ def test_nd(
             x[mask] = -np.inf
             mask = rng.random(shape) > 0.9
             x[mask] = np.inf
-        x = np.sort(x, axis=-1)  # type:ignore[assignment]
+        x = np.sort(x, axis=-1)
         x, y = np.asarray(x, dtype=np.float64), np.asarray(y, dtype=np.float64)
         xp_default_int = default_dtype(xp, kind="integral")
         if x.size == 0 and x.ndim > 0 and x.shape[-1] != 0:
diff --git a/tests/main/test_set.py b/tests/main/test_set.py
index 7fb0b5fd..8072da43 100644
--- a/tests/main/test_set.py
+++ b/tests/main/test_set.py
@@ -1,7 +1,7 @@
 import pytest
 
 from array_api_extra import _agnostic, isin, nunique, setdiff1d, union1d
-from array_api_extra._lib._backends import NUMPY_VERSION, Backend
+from array_api_extra._lib._backends import Backend
 from array_api_extra._lib._compat import device as get_device
 from array_api_extra._lib._typing import Array, ArrayNamespace, Device
 from array_api_extra.testing import assert_equal, lazy_xp_function
@@ -52,10 +52,7 @@ def test_all_equal(self, xp: ArrayNamespace):
         assert_equal(nunique(a), xp.asarray(1))
 
     @pytest.mark.xfail_xp_backend(Backend.DASK, reason="No equal_nan kwarg in unique")
-    def test_nan(self, xp: ArrayNamespace, library: Backend):
-        if library.like(Backend.NUMPY) and NUMPY_VERSION < (1, 24):
-            pytest.xfail("NumPy <1.24 has no equal_nan kwarg in unique")
-
+    def test_nan(self, xp: ArrayNamespace):
         # Each NaN is counted separately
         a = xp.asarray([xp.nan, 123.0, xp.nan])
         assert_equal(nunique(a), xp.asarray(3))
@@ -88,14 +85,6 @@ def test_xp(self, xp: ArrayNamespace):
 @pytest.mark.skip_xp_backend(Backend.ARRAY_API_STRICTEST, reason="no unique_values")
 class TestSetDiff1D:
     @pytest.mark.xfail_xp_backend(Backend.DASK, reason="NaN-shaped arrays")
-    @pytest.mark.xfail_xp_backend(
-        Backend.TORCH,
-        reason="index_select not implemented for uint32",
-        strict=False,
-    )
-    @pytest.mark.xfail_xp_backend(
-        Backend.TORCH_GPU, reason="index_select not implemented for uint32"
-    )
     def test_setdiff1d(self, xp: ArrayNamespace):
         x1 = xp.asarray([6, 5, 4, 7, 1, 2, 7, 4])
         x2 = xp.asarray([2, 4, 3, 3, 2, 1, 5])
@@ -180,10 +169,7 @@ def test_xp(self, xp: ArrayNamespace):
 
 @pytest.mark.xfail_xp_backend(Backend.SPARSE, reason="no unique_inverse")
 class TestIsIn:
-    def test_simple(self, xp: ArrayNamespace, library: Backend):
-        if library.like(Backend.NUMPY) and NUMPY_VERSION < (1, 24):
-            pytest.xfail("NumPy <1.24 has no kind kwarg in isin")
-
+    def test_simple(self, xp: ArrayNamespace):
         b = xp.asarray([1, 2, 3, 4])
 
         # `a` with 1 dimension
@@ -198,20 +184,12 @@ def test_simple(self, xp: ArrayNamespace, library: Backend):
         res = isin(a, b)
         assert_equal(res, expected)
 
-    def test_device(self, xp: ArrayNamespace, device: Device, library: Backend):
-        if library.like(Backend.NUMPY) and NUMPY_VERSION < (1, 24):
-            pytest.xfail("NumPy <1.24 has no kind kwarg in isin")
-
+    def test_device(self, xp: ArrayNamespace, device: Device):
         a = xp.asarray([1, 3, 6], device=device)
         b = xp.asarray([1, 2, 3], device=device)
         assert get_device(isin(a, b)) == device
 
-    def test_assume_unique_and_invert(
-        self, xp: ArrayNamespace, device: Device, library: Backend
-    ):
-        if library.like(Backend.NUMPY) and NUMPY_VERSION < (1, 24):
-            pytest.xfail("NumPy <1.24 has no kind kwarg in isin")
-
+    def test_assume_unique_and_invert(self, xp: ArrayNamespace, device: Device):
         a = xp.asarray([0, 3, 6, 10], device=device)
         b = xp.asarray([1, 2, 3, 10], device=device)
         expected = xp.asarray([True, False, True, False], device=device)
@@ -219,10 +197,7 @@ def test_assume_unique_and_invert(
         assert get_device(res) == device
         assert_equal(res, expected)
 
-    def test_kind(self, xp: ArrayNamespace, library: Backend):
-        if library.like(Backend.NUMPY) and NUMPY_VERSION < (1, 24):
-            pytest.xfail("NumPy <1.24 has no kind kwarg in isin")
-
+    def test_kind(self, xp: ArrayNamespace):
         a = xp.asarray([0, 3, 6, 10])
         b = xp.asarray([1, 2, 3, 10])
         expected = xp.asarray([False, True, False, True])
diff --git a/tests/main/test_sorting.py b/tests/main/test_sorting.py
index 37d91b9e..00c70cb0 100644
--- a/tests/main/test_sorting.py
+++ b/tests/main/test_sorting.py
@@ -1,6 +1,7 @@
+from typing import override
+
 import numpy as np
 import pytest
-from typing_extensions import override
 
 from array_api_extra import argpartition, partition
 from array_api_extra._lib._backends import Backend
diff --git a/tests/main/test_statistical.py b/tests/main/test_statistical.py
index 41963894..a8fb1ea1 100644
--- a/tests/main/test_statistical.py
+++ b/tests/main/test_statistical.py
@@ -239,7 +239,7 @@ def test_weights_wrong_length(self, xp: ArrayNamespace):
     def test_weights_unknown_length(self, da: ArrayNamespace):
         m_np = np.asarray([[1.0, 2.0, 3.0], [4.0, 6.0, 8.0]])
         weights_np = np.asarray([1.0, 2.0, 3.0])
-        keep_np = np.asarray([True, False, True])
+        keep_np = [True, False, True]
 
         keep = da.asarray(keep_np)
         m = da.asarray(m_np)[:, keep]
diff --git a/tests/main/test_testing.py b/tests/main/test_testing.py
index 609c917f..54adf056 100644
--- a/tests/main/test_testing.py
+++ b/tests/main/test_testing.py
@@ -1,11 +1,10 @@
 import sys
 from collections.abc import Callable, Iterator
 from types import ModuleType
-from typing import Any, cast, final
+from typing import Any, cast, final, override
 
 import numpy as np
 import pytest
-from typing_extensions import override
 
 from array_api_extra._lib._backends import Backend
 from array_api_extra._lib._compat import (