diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index e2515a4d6..c30a6931b 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -115,9 +115,13 @@ jobs:
         run: cargo build --target wasm32-unknown-unknown --workspace --exclude ppvm-python-native --exclude ppvm-cli --exclude ppvm-tui
 
   python-tests:
-    name: Python tests
+    name: Python tests (${{ matrix.python-version }})
     needs: pre-commit
     runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.11", "3.12", "3.13", "3.14"]
     steps:
       - uses: actions/checkout@v4
 
@@ -125,10 +129,16 @@ jobs:
 
       - uses: Swatinem/rust-cache@v2
 
-      - uses: astral-sh/setup-uv@v5
+      - uses: astral-sh/setup-uv@v7
+
+      - name: Install Python ${{ matrix.python-version }}
+        run: uv python install ${{ matrix.python-version }}
+
+      - name: Show test interpreter
+        run: uv run --project ppvm-python --python ${{ matrix.python-version }} python --version
 
       - name: Run Python tests
-        run: uv run --project ppvm-python --group dev pytest ppvm-python/test/ docs/examples/
+        run: uv run --project ppvm-python --python ${{ matrix.python-version }} --group dev pytest ppvm-python/test/ docs/examples/
 
   # The pure-Rust crates are platform-agnostic and fully verified on Linux by
   # the jobs above. The PyO3 extension is the only OS-sensitive artifact (macOS
diff --git a/crates/ppvm-python-native/Cargo.toml b/crates/ppvm-python-native/Cargo.toml
index 69204227d..0918fe813 100644
--- a/crates/ppvm-python-native/Cargo.toml
+++ b/crates/ppvm-python-native/Cargo.toml
@@ -28,11 +28,11 @@ ppvm-pauli-sum = { version = "0.3.0", path = "../ppvm-pauli-sum" }
 ppvm-stim = { version = "0.3.0", path = "../ppvm-stim", features = ["rayon"] }
 ppvm-tableau = { version = "0.3.0", path = "../ppvm-tableau" }
 ppvm-tableau-sum = { version = "0.3.0", path = "../ppvm-tableau-sum", features = ["rayon"] }
-# abi3-py310: build a single stable-ABI wheel that loads on CPython 3.10+,
+# abi3-py311: build a single stable-ABI wheel that loads on CPython 3.11+,
 # instead of one wheel per Python version.
 pyo3 = { version = "0.29.0", features = [
     "extension-module",
     "multiple-pymethods",
-    "abi3-py310",
+    "abi3-py311",
 ] }
 rand = "0.10.3"
diff --git a/docs/src/pages/develop.astro b/docs/src/pages/develop.astro
index acdf7f0f3..f063c3587 100644
--- a/docs/src/pages/develop.astro
+++ b/docs/src/pages/develop.astro
@@ -673,7 +673,7 @@ chore: restore lockfile consistency</code></pre>
       ppvm</code>.
     </p>
     <ul>
-      <li>Python &ge; 3.10 required (<code>.python-version</code> pins 3.12 for dev). The wheel is built against PyO3's <code>abi3-py310</code> stable ABI, so one <code>cp310-abi3</code> wheel per platform loads on 3.10+.</li>
+      <li>Python &ge; 3.11 required (<code>.python-version</code> pins 3.12 for dev). The wheel is built against PyO3's <code>abi3-py311</code> stable ABI, so one <code>cp311-abi3</code> wheel per platform loads on 3.11+.</li>
       <li><code>uv</code> manages the venv and deps and triggers the maturin build on <code>uv sync</code>.</li>
       <li><code>ppvm-python/pyproject.toml</code> sets <code>build-backend = "maturin"</code> with <code>[tool.maturin]</code> <code>manifest-path</code> &rarr; the crate, <code>python-source = "src"</code>, and <code>module-name = "ppvm._core"</code>.</li>
       <li>Plain <code>cargo build</code> also links the cdylib (a <code>build.rs</code> in <code>ppvm-python-native</code> adds the macOS <code>-undefined dynamic_lookup</code> flag), so the Rust-only workflows work without maturin.</li>
diff --git a/docs/src/pages/index.astro b/docs/src/pages/index.astro
index 8a4194ba6..9d3574e0d 100644
--- a/docs/src/pages/index.astro
+++ b/docs/src/pages/index.astro
@@ -68,7 +68,7 @@ const tableauCode = stripDocstring(tableauGhz);
         </p>
         <div class="meta">
           <span><strong>Rust</strong> 2024</span>
-          <span><strong>Python</strong> ≥ 3.10</span>
+          <span><strong>Python</strong> ≥ 3.11</span>
           <span><strong>Source</strong> <a href="https://github.com/QuEraComputing/ppvm">github.com/QuEraComputing/ppvm</a></span>
         </div>
         <div class="hero-cta">
diff --git a/docs/src/pages/quickstart/python/index.astro b/docs/src/pages/quickstart/python/index.astro
index 1e6f61093..8dbf2c45d 100644
--- a/docs/src/pages/quickstart/python/index.astro
+++ b/docs/src/pages/quickstart/python/index.astro
@@ -47,7 +47,7 @@ const toc = [
     <section id="install">
       <h2>Install ppvm</h2>
       <p>
-        Requires Python ≥ 3.10. The native extension is compiled
+        Requires Python ≥ 3.11. The native extension is compiled
         automatically from Rust during install. We recommend using
         <a href="https://docs.astral.sh/uv/">uv</a> to manage your Python
         environment.
diff --git a/ppvm-python/pyproject.toml b/ppvm-python/pyproject.toml
index 73e78fbaa..3a5bad020 100644
--- a/ppvm-python/pyproject.toml
+++ b/ppvm-python/pyproject.toml
@@ -10,16 +10,20 @@ license-files = ["LICENSE", "NOTICE", "AUTHORS"]
 authors = [
     { name = "David Plankensteiner", email = "dplankensteiner@quera.com" }
 ]
-requires-python = ">=3.10"
+requires-python = ">=3.11"
 classifiers = [
     "Development Status :: 3 - Alpha",
     "Intended Audience :: Science/Research",
     "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
+    "Programming Language :: Python :: 3.14",
     "Programming Language :: Rust",
     "Topic :: Scientific/Engineering :: Physics",
 ]
 dependencies = [
-    "bloqade-circuit>=0.15.0",
+    "bloqade-circuit>=0.15.5",
     "kirin-toolchain~=0.22.2",
     "numpy>=2.2.6",
     "typing-extensions>=4.0",
diff --git a/ppvm-python/src/ppvm/paulisum.py b/ppvm-python/src/ppvm/paulisum.py
index bc03025da..64f6ac4fd 100644
--- a/ppvm-python/src/ppvm/paulisum.py
+++ b/ppvm-python/src/ppvm/paulisum.py
@@ -5,9 +5,7 @@
 import re
 from collections.abc import Sequence
 from dataclasses import dataclass, field
-from typing import Union
-
-from typing_extensions import Self
+from typing import Self, Union
 
 from . import _core
 from .mixins import (
diff --git a/ppvm-python/src/ppvm/squin_interpreter/_interp.py b/ppvm-python/src/ppvm/squin_interpreter/_interp.py
index 39a9abd2f..19e4b2a5c 100644
--- a/ppvm-python/src/ppvm/squin_interpreter/_interp.py
+++ b/ppvm-python/src/ppvm/squin_interpreter/_interp.py
@@ -2,9 +2,9 @@
 # SPDX-License-Identifier: Apache-2.0
 
 from dataclasses import dataclass, field
+from typing import Self
 
 from kirin import interp
-from typing_extensions import Self
 
 from ..generalized_tableau import GeneralizedTableau
 
diff --git a/ppvm-python/uv.lock b/ppvm-python/uv.lock
index 083f65b7d..d8347c40f 100644
--- a/ppvm-python/uv.lock
+++ b/ppvm-python/uv.lock
@@ -1,18 +1,9 @@
 version = 1
 revision = 5
-requires-python = ">=3.10"
+requires-python = ">=3.11"
 resolution-markers = [
-    "python_full_version >= '3.14' and sys_platform == 'win32'",
-    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
-    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
-    "python_full_version == '3.13.*' and sys_platform == 'win32'",
-    "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
-    "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
-    "python_full_version == '3.12.*' and sys_platform == 'win32'",
-    "python_full_version == '3.12.*' and sys_platform == 'emscripten'",
-    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
-    "python_full_version == '3.11.*'",
-    "python_full_version < '3.11'",
+    "python_full_version >= '3.12'",
+    "python_full_version < '3.12'",
 ]
 
 [[package]]
@@ -51,7 +42,7 @@ wheels = [
 
 [[package]]
 name = "bloqade-circuit"
-version = "0.15.3"
+version = "0.15.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "bloqade-decoders" },
@@ -61,12 +52,11 @@ dependencies = [
     { name = "pydantic" },
     { name = "pyqrack-cpu" },
     { name = "rich" },
-    { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
-    { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "scipy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/75/16/30dcb54074ce615e6274762b0438424bf29b82673740b0514b0a19ea0742/bloqade_circuit-0.15.3.tar.gz", hash = "sha256:a1f6535086e5ddabccefbe018a4372bfa34668a29c103ef4b82ff15b7ef9fe58", size = 521185, upload-time = "2026-09-28T13:59:06.997Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/32/6b/30ee9d1362aadef38f4fb0ddf4a2f8016d0ef9f8c9ad25083039350494a4/bloqade_circuit-0.15.5.tar.gz", hash = "sha256:4fb3ddf3640885c31bd28dc79b4aa0e282ae3ceb0bb78399efb1af7eacf5c7ff", size = 529109, upload-time = "2026-10-28T08:45:19.483Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/38/a5/e5db6eefae2cafeade34ac1daf9622a4cb6a8d12bde96993022338dc9510/bloqade_circuit-0.15.3-py3-none-any.whl", hash = "sha256:60aed392f09e6149fbfcefa7b43a9f12863f0d9205e58e91eb2d1571d4cde4d6", size = 321913, upload-time = "2026-09-28T13:59:05.075Z" },
+    { url = "https://files.pythonhosted.org/packages/59/e0/2732ac06eb9bb89ca36d82554d93ed8594e9c645420d2a67e1fd2ea093c5/bloqade_circuit-0.15.5-py3-none-any.whl", hash = "sha256:75395639951c6cdaa3911e79b2ff147ce94d892439dd086b5dd8e707afd892c5", size = 321939, upload-time = "2026-10-28T08:45:17.723Z" },
 ]
 
 [[package]]
@@ -98,8 +88,7 @@ dependencies = [
 [package.dev-dependencies]
 demo = [
     { name = "matplotlib" },
-    { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
-    { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "scipy" },
 ]
 dev = [
     { name = "pytest" },
@@ -108,7 +97,7 @@ dev = [
 
 [package.metadata]
 requires-dist = [
-    { name = "bloqade-circuit", specifier = ">=0.15.0" },
+    { name = "bloqade-circuit", specifier = ">=0.15.5" },
     { name = "kirin-toolchain", specifier = "~=0.22.2" },
     { name = "numpy", specifier = ">=2.2.6" },
     { name = "typing-extensions", specifier = ">=4.0" },
@@ -133,92 +122,10 @@ wheels = [
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 ]
 
-[[package]]
-name = "contourpy"
-version = "1.3.2"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version < '3.11'",
-]
-dependencies = [
-    { name = "numpy" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/66/54/eb9bfc647b19f2009dd5c7f5ec51c4e6ca831725f1aea7a993034f483147/contourpy-1.3.2.tar.gz", hash = "sha256:b6945942715a034c671b7fc54f9588126b0b8bf23db2696e3ca8328f3ff0ab54", size = 13466130, upload-time = "2025-04-15T17:47:53.79Z" }
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