diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 0505a98..afc1a4a 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -20,22 +20,30 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6
         with:
           fetch-depth: 0
 
       - name: Ruff format
-        uses: astral-sh/ruff-action@v3
+        uses: astral-sh/ruff-action@146cd51f235777a9bc491eead18e0d5a4b05406a # v3
         with:
           version: "0.13.3"
           args: "format --check ."
 
       - name: Ruff check
-        uses: astral-sh/ruff-action@v3
+        uses: astral-sh/ruff-action@146cd51f235777a9bc491eead18e0d5a4b05406a # v3
         with:
           version: "0.13.3"
           args: "check ."
 
+      - name: Install uv
+        uses: astral-sh/setup-uv@94527f2e458b27549849d47d273a16bec83a01e9 # v7
+        with:
+          version: "0.8.22"
+
+      - name: Type check
+        run: uv sync --no-install-project && uv run --no-sync ty check
+
   build:
     name: Build wheels on ${{ matrix.os }}
     needs: [lint]
@@ -48,25 +56,39 @@ jobs:
           - ubuntu-24.04-arm
           - macos-15-intel
           - macos-14
-#           - windows-latest
-#           - windows-11-arm
+          - windows-latest
+          - windows-11-arm
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6
         with:
           fetch-depth: 0
 
+      # The native aarch64-windows zig crashes on any compilation (ziglang/zig#16665),
+      # so run the x86_64 zig under Windows x64 emulation; the wheel's DLL is still
+      # cross-compiled for aarch64.
+      - name: Install x86_64 Zig for Windows ARM64
+        if: matrix.os == 'windows-11-arm'
+        shell: pwsh
+        run: |
+          $expected = "68659eb5f1e4eb1437a722f1dd889c5a322c9954607f5edcf337bc3684a75a7e"
+          Invoke-WebRequest -Uri https://ziglang.org/download/0.16.0/zig-x86_64-windows-0.16.0.zip -OutFile $env:RUNNER_TEMP\zig.zip
+          $actual = (Get-FileHash "$env:RUNNER_TEMP\zig.zip" -Algorithm SHA256).Hash.ToLower()
+          if ($actual -ne $expected) { throw "zig.zip SHA-256 mismatch: expected $expected, got $actual" }
+          Expand-Archive $env:RUNNER_TEMP\zig.zip -DestinationPath $env:RUNNER_TEMP\zig
+          "SECRETSWEEPER_ZIG=$env:RUNNER_TEMP\zig\zig-x86_64-windows-0.16.0\zig.exe" | Out-File -FilePath $env:GITHUB_ENV -Append
+
       - name: Build wheels
-        uses: pypa/cibuildwheel@v3.3.1
+        uses: pypa/cibuildwheel@c6c39891d69e0d1e7448c727f68b7b4d5e660e7f # v3.3.1
         env:
           CIBW_ENVIRONMENT_MACOS: MACOSX_DEPLOYMENT_TARGET=${{ runner.arch == 'X64' && '15.7' || '14.8' }}
           CIBW_BUILD_FRONTEND: pip
           CIBW_BUILD_VERBOSITY: 0
           CIBW_TEST_COMMAND: "pip install pytest && pytest {project}/tests"
-          CIBW_SKIP: "cp3??t-*"
+          CIBW_SKIP: "*-win32"
 
       - name: Upload artifacts
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4
         with:
           name: wheels-${{ matrix.os }}-${{ strategy.job-index }}
           path: ./wheelhouse/*.whl
@@ -78,28 +100,25 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v6
+        uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6
         with:
           fetch-depth: 0
 
       - name: Set up Python
-        uses: actions/setup-python@v6
+        uses: actions/setup-python@ece7cb06caefa5fff74198d8649806c4678c61a1 # v6
         with:
           python-version: "3.13"
 
       - name: Install uv
-        uses: astral-sh/setup-uv@v7
+        uses: astral-sh/setup-uv@94527f2e458b27549849d47d273a16bec83a01e9 # v7
         with:
           version: "0.8.22"
 
-      - name: Install dependencies
-        run: uv sync --no-install-project
-
       - name: Build sdist package
-        run: uv run poetry build -f sdist && ls -al dist
+        run: uv build --sdist && ls -al dist
 
       - name: Upload sdist package
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4
         with:
           name: wheels-sdist
           path: ./dist/*.tar.gz
@@ -110,9 +129,12 @@ jobs:
     if: startsWith(github.ref, 'refs/tags/')
     needs: [build, build-sdist]
     runs-on: ubuntu-latest
+    permissions:
+      # Required for PyPI Trusted Publishing (OIDC).
+      id-token: write
 
     steps:
-      - uses: actions/download-artifact@v4
+      - uses: actions/download-artifact@d3f86a106a0bac45b974a628896c90dbdf5c8093 # v4
         with:
           pattern: wheels-*
           merge-multiple: true
@@ -121,9 +143,6 @@ jobs:
       - name: Display structure of downloaded files
         run: ls -lh dist
 
-      - uses: pypa/gh-action-pypi-publish@release/v1
-        if: startsWith(github.ref, 'refs/tags/')
+      - uses: pypa/gh-action-pypi-publish@6733eb7d741f0b11ec6a39b58540dab7590f9b7d # v1.14.0
         with:
           skip-existing: true
-          user: ${{ secrets.PYPI_USERNAME }}
-          password: ${{ secrets.PYPI_PASSWORD }}
diff --git a/.gitignore b/.gitignore
index 3363d6b..4d4c0be 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,10 +13,11 @@ wheels/
 .*
 !.gitignore
 !.github
+!.pre-commit-config.yaml
 
 # Build files
 /zig-out
 /.zig-cache
 *.so
-/build.zig
-/pydust.build.zig
+*.dylib
+*.dll
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..a69b9d2
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,13 @@
+repos:
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    # Keep in sync with the ruff version in pyproject.toml and ci.yml.
+    rev: v0.13.3
+    hooks:
+      - id: ruff-check
+      - id: ruff-format
+
+  - repo: https://github.com/astral-sh/ty-pre-commit
+    # Keep in sync with the ty version in pyproject.toml.
+    rev: v0.0.56
+    hooks:
+      - id: ty
diff --git a/README.md b/README.md
index 070ef1f..bf0fcfa 100644
--- a/README.md
+++ b/README.md
@@ -18,7 +18,7 @@ SecretSweeper is a ⚡ fast, in-memory secret-sanitizing Python module written i
 
 SecretSweeper is a Python library that can mask or remove known secrets from byte literals, files, or any file-like objects (`io.BinaryIO`). 
 
-- Written in Zig with no third-party dependencies. Leverages the stability of the Python Limited C API to create a single binary extension.
+- Written in Zig with no third-party dependencies. The core is a plain C-ABI shared library driven through the standard library `ctypes` module, so a single binary works across Python versions.
 - Can wrap a file descriptor to read and sanitize data directly from the stream.
 - Works well with multi-line secrets.
 
diff --git a/build.py b/build.py
deleted file mode 100644
index 605cd7c..0000000
--- a/build.py
+++ /dev/null
@@ -1,22 +0,0 @@
-import contextlib
-import shutil
-import typing
-from pathlib import Path
-
-import pydust
-from pydust.build import build
-
-
-@contextlib.contextmanager
-def ensure_ffi_location() -> typing.Iterator[None]:
-    """For some reason, `zig translate-c` is looking for `ffi.h` in the wrong location."""
-    dst = Path("pydust/src/ffi.h")
-    dst.parent.mkdir(parents=True, exist_ok=True)
-    src = Path(pydust.__file__).parent / "src" / "ffi.h"
-    shutil.copyfile(src, dst)
-    yield
-    shutil.rmtree(Path("pydust"))
-
-
-with ensure_ffi_location():
-    build()
diff --git a/build.zig b/build.zig
new file mode 100644
index 0000000..3b0c1f4
--- /dev/null
+++ b/build.zig
@@ -0,0 +1,30 @@
+const std = @import("std");
+
+pub fn build(b: *std.Build) void {
+    const target = b.standardTargetOptions(.{});
+    const optimize = b.standardOptimizeOption(.{});
+
+    const lib = b.addLibrary(.{
+        .name = "secretsweeper",
+        .linkage = .dynamic,
+        .root_module = b.createModule(.{
+            .root_source_file = b.path("src/export.zig"),
+            .target = target,
+            .optimize = optimize,
+            .link_libc = true,
+        }),
+    });
+    b.installArtifact(lib);
+
+    const tests = b.addTest(.{
+        .root_module = b.createModule(.{
+            .root_source_file = b.path("src/export.zig"),
+            .target = target,
+            .optimize = optimize,
+            .link_libc = true,
+        }),
+    });
+    const run_tests = b.addRunArtifact(tests);
+    const test_step = b.step("test", "Run library tests");
+    test_step.dependOn(&run_tests.step);
+}
diff --git a/hatch_build.py b/hatch_build.py
new file mode 100644
index 0000000..81ccd08
--- /dev/null
+++ b/hatch_build.py
@@ -0,0 +1,86 @@
+"""Hatchling build hook: compiles the Zig shared library and bundles it into the wheel."""
+
+import os
+import platform
+import shutil
+import subprocess
+import sys
+from pathlib import Path
+
+from hatchling.builders.hooks.plugin.interface import BuildHookInterface
+
+LIBRARY_NAMES = ("libsecretsweeper.so", "libsecretsweeper.dylib", "secretsweeper.dll")
+
+
+def zig_command() -> list[str]:
+    """Use the zig binary from SECRETSWEEPER_ZIG if set, otherwise prefer the `ziglang`
+    wheel from build requirements, and fall back to a system zig."""
+    if zig := os.environ.get("SECRETSWEEPER_ZIG"):
+        return [zig]
+    try:
+        import ziglang  # noqa: F401
+    except ImportError:
+        if shutil.which("zig") is None:
+            raise RuntimeError("zig is required to build secretsweeper: pip install ziglang")
+        return ["zig"]
+    return [sys.executable, "-m", "ziglang"]
+
+
+def windows_target() -> str | None:
+    """On Windows, target the GNU ABI explicitly: it uses Zig's bundled mingw instead of
+    relying on MSVC and Windows SDK detection, which the native default ABI requires."""
+    if sys.platform != "win32":
+        return None
+    arch = {"AMD64": "x86_64", "ARM64": "aarch64"}.get(platform.machine().upper())
+    if arch is None:
+        raise RuntimeError(f"unsupported Windows architecture: {platform.machine()}")
+    return f"{arch}-windows-gnu"
+
+
+def run_zig(args: list[str], cwd: str) -> None:
+    command = [*zig_command(), *args]
+    result = subprocess.run(command, capture_output=True, text=True, cwd=cwd)
+    if result.returncode != 0:
+        raise RuntimeError(
+            f"{' '.join(command)} failed with exit code {result.returncode}\n"
+            f"--- stdout ---\n{result.stdout}\n--- stderr ---\n{result.stderr}"
+        )
+
+
+class ZigBuildHook(BuildHookInterface):
+    def initialize(self, version: str, build_data: dict) -> None:
+        target = windows_target()
+        try:
+            target_options = [f"-Dtarget={target}"] if target else []
+            run_zig(["build", "-Doptimize=ReleaseFast", *target_options], cwd=self.root)
+        except RuntimeError:
+            if target is None:
+                raise
+            # `zig build` crashes silently on Windows ARM64 (zig support for aarch64-windows
+            # is partial: ziglang/zig#16665). Unlike `zig build`, compiling the library
+            # directly involves neither building nor running a build-runner executable.
+            Path(self.root, "zig-out", "bin").mkdir(parents=True, exist_ok=True)
+            run_zig(
+                [
+                    "build-lib",
+                    "src/export.zig",
+                    "--name",
+                    "secretsweeper",
+                    "-dynamic",
+                    "-OReleaseFast",
+                    "-lc",
+                    "-target",
+                    target,
+                    "-femit-bin=zig-out/bin/secretsweeper.dll",
+                ],
+                cwd=self.root,
+            )
+        for out_dir in ("lib", "bin"):
+            for name in LIBRARY_NAMES:
+                artifact = Path(self.root) / "zig-out" / out_dir / name
+                if artifact.exists():
+                    build_data["force_include"][str(artifact)] = f"secretsweeper/{name}"
+                    build_data["pure_python"] = False
+                    build_data["infer_tag"] = True
+                    return
+        raise RuntimeError("zig build did not produce a shared library in zig-out")
diff --git a/pyproject.toml b/pyproject.toml
index 7f15b37..f4867fc 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,31 +1,36 @@
 [project]
 name = "secretsweeper"
-version = "0.0.1a3"
+version = "0.0.1a4"
+description = "Fast, in-memory secret-sanitizing CPython module written in Zig, designed for speed."
+authors = [{ name = "Vitaliy Demidov", email = "notifications.recipient@gmail.com" }]
+readme = "README.md"
 requires-python = ">=3.11"
 license = "MIT"
 license-files = ["LICENSE"]
 
 [build-system]
-requires = ["poetry-core==2.2.1", "ziggy-pydust==0.26.0"]
-build-backend = "poetry.core.masonry.api"
+requires = ["hatchling==1.28.0", "ziglang==0.16.0"]
+build-backend = "hatchling.build"
 
-[tool.poetry]
-name = "secretsweeper"
-description = "Fast, in-memory secret-sanitizing CPython module written in Zig, designed for speed."
-authors = ["Vitaliy Demidov <notifications.recipient@gmail.com>"]
-readme = "README.md"
-packages = [{ include = "secretsweeper" }]
-include = [
-    { path = "src/", format = "sdist" },
-    { path = "secretsweeper/*.so", format = "wheel" },
-    "secretsweeper/*.pyi",
-]
+[tool.hatch.build.targets.wheel]
+packages = ["secretsweeper"]
 
-[tool.poetry.build]
-script = "build.py"
+[tool.hatch.build.targets.wheel.hooks.custom]
+path = "hatch_build.py"
 
-[tool.poetry.dependencies]
-python = "^3.11"
+[tool.hatch.build.targets.sdist]
+include = [
+    "secretsweeper",
+    "src",
+    "build.zig",
+    "hatch_build.py",
+    "tests",
+]
+exclude = [
+    "secretsweeper/*.so",
+    "secretsweeper/*.dylib",
+    "secretsweeper/*.dll",
+]
 
 [tool.ruff]
 line-length = 120
@@ -33,14 +38,13 @@ line-length = 120
 [tool.ruff.lint]
 select = ["F", "E", "W", "UP", "I001", "I002"]
 
-[[tool.pydust.ext_module]]
-name = "secretsweeper._core"
-root = "src/core.zig"
-
 [dependency-groups]
 dev = [
-    "poetry>=2.2.1",
-    "ziggy-pydust==0.26.0",
+    "gevent (>=25.4.1,<26.0.0)",
+    "hatchling==1.28.0",
+    "ziglang==0.16.0",
+    "pre-commit (>=4.6.0,<5.0.0)",
     "pytest (>=8.4.2,<9.0.0)",
-    "ruff (>=0.13.3,<0.14.0)"
+    "ruff (>=0.13.3,<0.14.0)",
+    "ty (==0.0.56)"
 ]
diff --git a/secretsweeper/__init__.py b/secretsweeper/__init__.py
index 7d6be21..753ab6f 100644
--- a/secretsweeper/__init__.py
+++ b/secretsweeper/__init__.py
@@ -1,9 +1,10 @@
 import io
 import typing
 
-from ._core import *  # noqa: F403
+from . import _core
+from ._core import MAX_NUMBER_OF_STARS, mask
 
-MAX_NUMBER_OF_STARS = 15
+__all__ = ["MAX_NUMBER_OF_STARS", "StreamWrapper", "mask"]
 
 
 class StreamWrapper(io.RawIOBase):
@@ -50,6 +51,8 @@ def readline(self, size: int | None = -1, /) -> bytes:
         :param size: If size is specified, at most size bytes will be read.
         :return: The line with masked patterns. The line terminator is always b'\n' for binary files.
         """
+        if size is None:
+            size = -1
         while carry := self._stream.readline(size):
             if res := self._wrapper.masking_read(carry):
                 return res
diff --git a/secretsweeper/_core.py b/secretsweeper/_core.py
new file mode 100644
index 0000000..80d432e
--- /dev/null
+++ b/secretsweeper/_core.py
@@ -0,0 +1,183 @@
+"""ctypes bindings for the Aho-Corasick automaton shared library written in Zig."""
+
+import ctypes
+import io
+import pathlib
+import sys
+import threading
+import typing
+
+MAX_NUMBER_OF_STARS = 15
+
+_LIBRARY_NAMES = {
+    "win32": ("secretsweeper.dll",),
+    "cygwin": ("secretsweeper.dll",),
+    "darwin": ("libsecretsweeper.dylib",),
+}
+
+
+def _load_library() -> ctypes.CDLL:
+    package_dir = pathlib.Path(__file__).parent
+    names = _LIBRARY_NAMES.get(sys.platform, ("libsecretsweeper.so",))
+    for name in names:
+        path = package_dir / name
+        if path.exists():
+            return ctypes.CDLL(str(path))
+    raise ImportError(f"cannot find the secretsweeper shared library in {package_dir}")
+
+
+_lib = _load_library()
+
+_lib.ss_new.argtypes = ()
+_lib.ss_new.restype = ctypes.c_void_p
+_lib.ss_destroy.argtypes = (ctypes.c_void_p,)
+_lib.ss_destroy.restype = None
+_lib.ss_insert.argtypes = (ctypes.c_void_p, ctypes.c_char_p, ctypes.c_size_t)
+_lib.ss_insert.restype = ctypes.c_int32
+_lib.ss_build.argtypes = (ctypes.c_void_p,)
+_lib.ss_build.restype = ctypes.c_int32
+_lib.ss_mask.argtypes = (
+    ctypes.c_void_p,
+    ctypes.c_char_p,
+    ctypes.c_size_t,
+    ctypes.c_uint64,
+    ctypes.c_bool,
+    ctypes.POINTER(ctypes.c_void_p),
+    ctypes.POINTER(ctypes.c_size_t),
+)
+_lib.ss_mask.restype = ctypes.c_int32
+_lib.ss_free.argtypes = (ctypes.c_void_p, ctypes.c_size_t)
+_lib.ss_free.restype = None
+_lib.ss_get_reminder.argtypes = (ctypes.c_void_p, ctypes.POINTER(ctypes.c_size_t))
+_lib.ss_get_reminder.restype = ctypes.c_void_p
+_lib.ss_reset_reminder.argtypes = (ctypes.c_void_p,)
+_lib.ss_reset_reminder.restype = None
+
+
+def _build_automaton(patterns: typing.Iterable[bytes]) -> int:
+    """Create an automaton, insert all patterns and build it. Returns the handle."""
+    automaton = _lib.ss_new()
+    if not automaton:
+        raise MemoryError("failed to create the automaton")
+    try:
+        for pattern in patterns:
+            if not isinstance(pattern, bytes):
+                raise TypeError(f"expected bytes, found {type(pattern)}")
+            if _lib.ss_insert(automaton, pattern, len(pattern)) != 0:
+                raise MemoryError("failed to insert a pattern")
+        if _lib.ss_build(automaton) != 0:
+            raise MemoryError("failed to build the automaton")
+    except BaseException:
+        _lib.ss_destroy(automaton)
+        raise
+    return automaton
+
+
+def _mask(automaton: int, text: bytes, limit: int, *, is_streaming: bool) -> bytes:
+    """Mask all patterns in the text using the given automaton handle."""
+    if limit < 0:
+        raise ValueError("limit must be non-negative")
+    out_ptr = ctypes.c_void_p()
+    out_len = ctypes.c_size_t()
+    status = _lib.ss_mask(automaton, text, len(text), limit, is_streaming, ctypes.byref(out_ptr), ctypes.byref(out_len))
+    if status != 0:
+        raise MemoryError("failed to mask the input")
+    ptr = out_ptr.value
+    if not ptr:
+        return b""
+    try:
+        return ctypes.string_at(ptr, out_len.value)
+    finally:
+        _lib.ss_free(ptr, out_len.value)
+
+
+class _StreamWrapper:
+    """
+    An internal _StreamWrapper class that owns a persistent automaton handle.
+
+    The automaton state is mutated by the native code with the GIL released, so all
+    calls into it are serialized with a lock to keep concurrent use memory-safe.
+
+    This is also gevent-safe: `threading.Lock` is resolved when the wrapper is created,
+    honoring monkey-patching, and even an unpatched lock is only ever held around
+    native calls that contain no greenlet switch points.
+    """
+
+    def __init__(self, patterns: typing.Iterable[bytes], /, *, limit: int = MAX_NUMBER_OF_STARS):
+        """
+        The _StreamWrapper class constructor.
+
+        :param patterns: Any iterable of patterns that have to be masked with the `*` asterisk character.
+        :param limit: The max number of consecutive stars.
+        """
+        self._limit = limit
+        self._lock = threading.Lock()
+        self._automaton = _build_automaton(patterns)
+
+    def __del__(self, _destroy=_lib.ss_destroy):
+        if automaton := getattr(self, "_automaton", 0):
+            self._automaton = 0
+            _destroy(automaton)
+
+    def _id(self) -> int:
+        """Return the identity of this object."""
+        return id(self)
+
+    def masking_read(self, carry: bytes) -> bytes:
+        """
+        Read data from the carry buffer and apply pattern masking.
+
+        :param carry: A chunk buffer that needs to be masked with the `*` asterisk character.
+        :return: Returns the input string with masked patterns.
+        """
+        with self._lock:
+            return _mask(self._automaton, carry, self._limit, is_streaming=True)
+
+    def consume_reminder(self) -> bytes:
+        """
+        :return: Consumes the reminder or return empty bytes if there is no reminder. Then reset its value.
+        """
+        with self._lock:
+            try:
+                return self._get_reminder()
+            finally:
+                _lib.ss_reset_reminder(self._automaton)
+
+    def get_reminder(self) -> bytes:
+        """
+        :return: Get the reminder or return empty bytes if it's empty.
+        """
+        with self._lock:
+            return self._get_reminder()
+
+    def _get_reminder(self) -> bytes:
+        out_len = ctypes.c_size_t()
+        ptr = _lib.ss_get_reminder(self._automaton, ctypes.byref(out_len))
+        if not ptr:
+            return b""
+        return ctypes.string_at(ptr, out_len.value)
+
+
+def mask(
+    input: bytes | bytearray | memoryview,
+    patterns: typing.Iterable[bytes],
+    /,
+    *,
+    limit: int = MAX_NUMBER_OF_STARS,
+) -> bytes:
+    """
+    Masks the specific patterns in the input.
+
+    :param input: An input bytes, bytearray or memoryview.
+    :param patterns: Any iterable of patterns that have to be masked with the `*` asterisk character.
+    :param limit: The max number of consecutive stars.
+    :return: Returns the input string with masked patterns.
+    """
+    if not isinstance(input, (bytes, bytearray, memoryview)):
+        help_note = ". You can use the StreamWrapper class for such purposes." if isinstance(input, io.BytesIO) else ""
+        raise TypeError(f"expected bytes, memoryview or bytearray, found {type(input)}{help_note}")
+    automaton = _build_automaton(patterns)
+    try:
+        return _mask(automaton, bytes(input), limit, is_streaming=False)
+    finally:
+        _lib.ss_destroy(automaton)
diff --git a/secretsweeper/_core.pyi b/secretsweeper/_core.pyi
deleted file mode 100644
index e6f0887..0000000
--- a/secretsweeper/_core.pyi
+++ /dev/null
@@ -1,55 +0,0 @@
-import typing
-from collections.abc import Buffer
-
-MAX_NUMBER_OF_STARS = 15
-
-class _StreamWrapper:
-    """
-    An internal _StreamWrapper class representation written in Zig language.
-    """
-    def __init__(self, patterns: typing.Iterable[bytes], /, *, limit: int = MAX_NUMBER_OF_STARS):
-        """
-        The _StreamWrapper class constructor.
-
-        :param patterns: Any iterable of patterns that have to be masked with the `*` asterisk character.
-        :param limit: The max number of consecutive stars.
-        """
-    ...
-
-    def masking_read(self, carry: bytes) -> bytes:
-        """
-        Read data from the carry buffer and apply pattern masking.
-
-        :param carry: A chunk buffer that needs to be masked with the `*` asterisk character.
-        :return: Returns the input string with masked patterns.
-        """
-        ...
-
-    def consume_reminder(self) -> bytes:
-        """
-        :return: Consumes the reminder or return empty bytes if there is no reminder. Then reset its value.
-        """
-        ...
-
-    def get_reminder(self) -> bytes:
-        """
-        :return: Get the reminder or return empty bytes if it's empty.
-        """
-        ...
-
-    def _id(self) -> int:
-        """
-        :return: Return the identity of this object.
-        """
-        ...
-
-def mask(input: Buffer, patterns: typing.Iterable[bytes], /, *, limit: int = MAX_NUMBER_OF_STARS) -> bytes:
-    """
-    Masks the specific patterns in the input.
-
-    :param input: An input bytes, bytearray or memoryview.
-    :param patterns: Any iterable of patterns that have to be masked with the `*` asterisk character.
-    :param limit: The max number of consecutive stars.
-    :return Returns the input string with masked patterns.
-    """
-    ...
diff --git a/src/aho.zig b/src/aho.zig
index 24323b2..eec4010 100644
--- a/src/aho.zig
+++ b/src/aho.zig
@@ -3,15 +3,101 @@ const testing = std.testing;
 
 const MAX_INT = std.math.maxInt(usize);
 
+/// A mid-size edge container: an unsorted array scanned linearly.
+const Few = struct {
+    keys: [16]u8,
+    ids: [16]u32,
+    count: u8,
+};
+
+/// Adaptive edge container, sized by the number of children (ART-style).
+/// Trie nodes are overwhelmingly chains (~96% have exactly one child), so the
+/// 0/1-child cases are stored inline with no heap allocation; the rare branchy
+/// nodes upgrade to a linear array and then to a dense direct-indexed table.
+const Edges = union(enum) {
+    none: void,
+    one: struct { key: u8, id: u32 },
+    few: *Few,
+    dense: *[256]u32,
+};
+
 const Node = struct {
-    /// Links to child trie nodes.
-    move: [256]usize = [_]usize{0} ** 256,
+    /// Outgoing edges, adaptively sized.
+    edges: Edges = .none,
     /// The identifier of the trie node that acts as the fail move.
-    fail: usize = 0,
+    fail: u32 = 0,
     /// Pattern length.
-    len: usize = 0,
+    len: u32 = 0,
     /// A search pattern identifier.
-    id: usize = 0,
+    id: u32 = 0,
+    /// The trie depth of this node: the length of the pattern prefix it represents.
+    depth: u32 = 0,
+
+    /// Returns the child node identifier for byte `c`, or null when there is no edge.
+    fn child(self: *const Node, c: u8) ?usize {
+        switch (self.edges) {
+            .none => return null,
+            .one => |edge| return if (edge.key == c) edge.id else null,
+            .few => |few| {
+                // Branchless membership test: one 16-byte vector compare.
+                const keys: @Vector(16, u8) = few.keys;
+                const matches: u16 = @bitCast(keys == @as(@Vector(16, u8), @splat(c)));
+                const valid = matches & @as(u16, @truncate((@as(u32, 1) << @as(u5, @intCast(few.count))) - 1));
+                if (valid == 0) {
+                    return null;
+                }
+                return few.ids[@ctz(valid)];
+            },
+            .dense => |dense| {
+                const id = dense[c];
+                // The root is never a child, so 0 marks a missing edge.
+                return if (id != 0) id else null;
+            },
+        }
+    }
+
+    /// Adds an edge for byte `c` leading to the node `child_id`,
+    /// upgrading the container when it outgrows its size class.
+    fn addChild(self: *Node, allocator: std.mem.Allocator, c: u8, child_id: u32) !void {
+        switch (self.edges) {
+            .none => self.edges = .{ .one = .{ .key = c, .id = child_id } },
+            .one => |edge| {
+                const few = try allocator.create(Few);
+                few.keys = @splat(0); // the vector compare reads all 16 keys
+                few.count = 2;
+                few.keys[0] = edge.key;
+                few.ids[0] = edge.id;
+                few.keys[1] = c;
+                few.ids[1] = child_id;
+                self.edges = .{ .few = few };
+            },
+            .few => |few| {
+                if (few.count < few.keys.len) {
+                    few.keys[few.count] = c;
+                    few.ids[few.count] = child_id;
+                    few.count += 1;
+                    return;
+                }
+                const dense = try allocator.create([256]u32);
+                @memset(dense, 0);
+                for (few.keys, few.ids) |key, id| {
+                    dense[key] = id;
+                }
+                dense[c] = child_id;
+                allocator.destroy(few);
+                self.edges = .{ .dense = dense };
+            },
+            .dense => |dense| dense[c] = child_id,
+        }
+    }
+
+    fn deinitEdges(self: *Node, allocator: std.mem.Allocator) void {
+        switch (self.edges) {
+            .few => |few| allocator.destroy(few),
+            .dense => |dense| allocator.destroy(dense),
+            else => {},
+        }
+    }
 };
 
 /// Aho-Corasick automaton class.
@@ -22,6 +108,10 @@ pub const Aho = struct {
 
     /// A list of all existing nodes.
     nodes: std.ArrayList(Node),
+    /// A dense transition table for the root node, filled by `build`. Most of the
+    /// input walks through the root, so this keeps the hot path to a single load
+    /// while inner nodes stay sparse.
+    root_moves: [256]u32 = [_]u32{0} ** 256,
     /// Total number of patterns.
     pidx: usize,
     /// The total number of nodes.
@@ -88,9 +178,25 @@ pub const Aho = struct {
 
     pub fn deinit(self: *Aho) void {
         self.reset_reminder();
+        for (self.nodes.items) |*node| {
+            node.deinitEdges(self.allocator);
+        }
         self.nodes.deinit(self.allocator);
     }
 
+    /// Returns the next state for byte `c`, following fail links while the state
+    /// has no edge for it. Fail-link walks amortize to O(1) per input byte.
+    fn goTo(self: *const Aho, state: usize, c: u8) usize {
+        var s = state;
+        while (s != 0) {
+            if (self.nodes.items[s].child(c)) |next| {
+                return next;
+            }
+            s = self.nodes.items[s].fail;
+        }
+        return self.root_moves[c];
+    }
+
     /// Inserts a new pattern and returns its unique identifier.
     /// Empty pattern is ignored. In this case function returns null.
     pub fn insert(self: *Aho, pattern: []const u8) !?usize {
@@ -100,46 +206,54 @@ pub const Aho = struct {
         }
         var u: usize = 0;
         for (pattern) |c| {
-            if (self.nodes.items[u].move[c] == 0) {
-                // Insert a new node to a trie.
-                self.total += 1;
-                try self.nodes.append(self.allocator, Node{});
-                self.nodes.items[u].move[c] = self.total;
+            if (self.nodes.items[u].child(c)) |v| {
+                // Transition to an existing node.
+                u = v;
+                continue;
             }
-            // Transition to a new node.
-            u = self.nodes.items[u].move[c];
+            // Insert a new node to a trie.
+            self.total += 1;
+            if (self.total > std.math.maxInt(u32)) {
+                return error.TooManyNodes;
+            }
+            const child_depth = self.nodes.items[u].depth + 1;
+            try self.nodes.append(self.allocator, Node{ .depth = child_depth });
+            try self.nodes.items[u].addChild(self.allocator, c, @intCast(self.total));
+            u = self.total;
         }
         if (self.nodes.items[u].id == 0) {
             self.pidx += 1;
-            self.nodes.items[u].id = self.pidx;
-            self.nodes.items[u].len = pattern.len;
+            // Both fit in u32: nodes are counted per pattern byte, and `insert`
+            // fails with TooManyNodes before the node count can exceed it.
+            self.nodes.items[u].id = @intCast(self.pidx);
+            self.nodes.items[u].len = @intCast(pattern.len);
         }
         return self.nodes.items[u].id;
     }
 
-    /// Build goto and fail functions.
+    /// Build fail links in breadth-first order.
     pub fn build(self: *Aho) !void {
         var queue = try std.ArrayList(usize).initCapacity(self.allocator, 0);
         defer queue.deinit(self.allocator);
 
         for (0..256) |i| {
-            if (self.nodes.items[0].move[i] != 0) {
-                try queue.append(self.allocator, self.nodes.items[0].move[i]);
-            }
+            self.root_moves[i] = @intCast(self.nodes.items[0].child(@intCast(i)) orelse 0);
         }
 
+        try queue.append(self.allocator, 0);
         var head: usize = 0;
         while (head < queue.items.len) {
             const u = queue.items[head];
             head += 1;
             for (0..256) |i| {
-                const transition_node_id = self.nodes.items[u].move[i];
-                const fail_node_id = self.nodes.items[u].fail;
-                if (transition_node_id != 0) {
-                    self.nodes.items[transition_node_id].fail = self.nodes.items[fail_node_id].move[i];
-                    try queue.append(self.allocator, transition_node_id);
-                } else {
-                    self.nodes.items[u].move[i] = self.nodes.items[fail_node_id].move[i];
+                const c: u8 = @intCast(i);
+                if (self.nodes.items[u].child(c)) |v| {
+                    if (u != 0) {
+                        // The fail link of a deeper node continues from its parent's
+                        // fail link; children of the root keep the root as the fail.
+                        self.nodes.items[v].fail = @intCast(self.goTo(self.nodes.items[u].fail, c));
+                    }
+                    try queue.append(self.allocator, v);
                 }
             }
         }
@@ -162,7 +276,7 @@ pub const Aho = struct {
             self.state = 0;
             self.last_occur = .{};
         }
-        const reminder_len = (self.reminder orelse "").len;
+        const reminder_len = if (self.reminder) |reminder| reminder.len else 0;
         const input_len = reminder_len + args.text.len;
         // Result buffer.
         var buf = try self.allocator.alloc(u8, input_len);
@@ -173,14 +287,9 @@ pub const Aho = struct {
             @memcpy(buf[0..reminder_len], self.reminder.?[0..reminder_len]);
             buf_len = reminder_len;
         }
-        // The most recent position in the buffer where the automaton was in the starting state.
-        var buf_last_start_state_pos: isize = -1;
         for (args.text, 0..) |c, pos| {
             // Walk the automaton.
-            self.state = self.nodes.items[self.state].move[c];
-            if (self.state == 0) {
-                buf_last_start_state_pos = @intCast(buf_len);
-            }
+            self.state = self.goTo(self.state, c);
             // Copy from input character by character.
             buf[buf_len] = c;
             buf_len += 1;
@@ -218,12 +327,16 @@ pub const Aho = struct {
         var new_reminder_len: usize = 0;
         if (args.is_streaming) {
             self.reset_reminder();
-            if (buf_last_start_state_pos + 1 < buf_len) {
-                new_reminder_len = @intCast(@as(isize, @intCast(buf_len)) - buf_last_start_state_pos - 1);
+            // Only the current state's trie depth of trailing bytes can still belong to
+            // a future match, so retaining more would grow the reminder without bound
+            // on inputs that keep the automaton away from the starting state.
+            // Masking may have shrunk the buffer below that depth; retain what exists.
+            new_reminder_len = @min(self.nodes.items[self.state].depth, buf_len);
+            if (new_reminder_len > 0) {
                 self.reminder = try self.allocator.alloc(u8, new_reminder_len);
                 @memcpy(self.reminder.?, buf[buf_len - new_reminder_len..buf_len]);
             }
-            defer self.last_occur.pos = self.last_occur.pos - @as(isize, @intCast(args.text.len));
+            self.last_occur.pos = self.last_occur.pos - @as(isize, @intCast(args.text.len));
         }
         if (buf_len < input_len or new_reminder_len > 0) {
             buf = try self.allocator.realloc(buf, buf_len - new_reminder_len);
@@ -233,7 +346,7 @@ pub const Aho = struct {
 };
 
 test "Aho" {
-    var gpa = std.heap.GeneralPurposeAllocator(.{}){};
+    var gpa = std.heap.DebugAllocator(.{}){};
     defer _ = gpa.deinit();
     const allocator = gpa.allocator();
 
@@ -319,3 +432,40 @@ test "Aho" {
     }
     try testing.expectEqualStrings("*", ac.reminder orelse "");
 }
+
+test "Aho reminder is bounded by the longest pattern prefix" {
+    var gpa = std.heap.DebugAllocator(.{}){};
+    defer _ = gpa.deinit();
+    const allocator = gpa.allocator();
+
+    var ac = try Aho.init(allocator);
+    defer ac.deinit();
+    _ = try ac.insert("ab");
+    try ac.build();
+
+    // The automaton never returns to the starting state on this input, but only
+    // the trailing "a" can still be part of a match: everything else is emitted.
+    var expected: []const u8 = "aaa";
+    for (0..3) |i| {
+        const buffer = try ac.mask(.{ .text = "aaaa", .is_streaming = true });
+        defer allocator.free(buffer);
+        if (i > 0) {
+            // The retained "a" is prepended, so full chunks are emitted from now on.
+            expected = "aaaa";
+        }
+        try testing.expectEqualStrings(expected, buffer);
+        try testing.expectEqualStrings("a", ac.reminder orelse "");
+    }
+
+    // The retained "a" combines with a "b" in the next chunk into a match.
+    // The stars are withheld while a following pattern could still overlap them.
+    const masked = try ac.mask(.{ .text = "b", .is_streaming = true });
+    defer allocator.free(masked);
+    try testing.expectEqualStrings("", masked);
+    try testing.expectEqualStrings("**", ac.reminder orelse "");
+
+    const rest = try ac.mask(.{ .text = "c", .is_streaming = true });
+    defer allocator.free(rest);
+    try testing.expectEqualStrings("**c", rest);
+    try testing.expectEqualStrings("", ac.reminder orelse "");
+}
diff --git a/src/core.zig b/src/core.zig
deleted file mode 100644
index 6ad2de2..0000000
--- a/src/core.zig
+++ /dev/null
@@ -1,131 +0,0 @@
-const py = @import("pydust");
-const std = @import("std");
-const root = @This();
-const py_allocator = py.allocator;
-const Aho = @import("aho.zig").Aho;
-
-/// The default value of the max number of consecutive masking characters.
-pub const MAX_NUMBER_OF_STARS = 15;
-
-/// Aho-Corasick automaton container.
-var aho_map: std.AutoHashMap(usize, *Aho) = .init(py_allocator);
-
-pub const _StreamWrapper = py.class(struct {
-    pub const __doc__ =
-        \\The StreamWrapper wraps an io.BytesIO stream to mask or remove secrets while reading from it.
-    ;
-    const Self = @This();
-    limit: u64,
-
-    /// Initialize the StreamWrapper instance.
-    ///
-    /// Args:
-    ///     stream (typing.IO[bytes]): A file-like object or I/O stream that handles binary data.
-    ///     patterns (typing.Iterable[bytes]): Any iterable of patterns that have to be masked with the `*` asterisk character.
-    ///     limit (int): The max number of consecutive stars.
-    pub fn __init__(self: *Self, args: struct { patterns: py.PyObject, limit: u64 = MAX_NUMBER_OF_STARS }) !void {
-        self.* = .{ .limit = args.limit};
-        // Initialize the automaton only once.
-        const ac = try py_allocator.create(Aho);
-        ac.* = try Aho.init(py_allocator);
-        try aho_map.put(self._id(), ac);
-        // Apply patterns and build the automaton.
-        const iterator = try py.iter(root, args.patterns);
-        while (try iterator.next(py.PyBytes)) |item| {
-            _ = try ac.*.insert(try item.asSlice());
-        }
-        try ac.*.build();
-    }
-
-    /// Return the identity of this object.
-    pub fn _id(self: *Self) usize {
-        return @intFromPtr(py.object(root, self).py);
-    }
-
-    /// Class destructor.
-    pub fn __del__(self: *Self) void {
-        if (aho_map.fetchRemove(self._id())) |entry| {
-            entry.value.*.deinit();
-            py_allocator.destroy(entry.value);
-        }
-    }
-
-    /// Read data from the carry buffer and apply pattern masking.
-    pub fn masking_read(self: *Self, args: struct { carry: py.PyBytes }) !py.PyBytes {
-        const ac = aho_map.get(self._id()).?;
-        const masked = try ac.*.mask(.{
-            .text = try args.carry.asSlice(),
-            .max_stars = self.limit,
-            .is_streaming = true,
-        });
-        defer py_allocator.free(masked);
-        const res = try py.PyBytes.create(masked);
-        return res;
-    }
-
-    /// Return the reminder value and reset it.
-    pub fn consume_reminder(self: *Self) !py.PyBytes {
-        const ac = aho_map.get(self._id()).?;
-        defer ac.*.reset_reminder();
-        return self.get_reminder();
-    }
-
-    /// Get the value of the reminder.
-    pub fn get_reminder(self: *Self) !py.PyBytes {
-        const ac = aho_map.get(self._id()).?;
-        const reminder = ac.*.reminder orelse "";
-        return try py.PyBytes.create(reminder);
-    }
-});
-
-/// Validate that the input object is a bytes-like object.
-fn validate_buffer(obj: py.PyObject) !void {
-    const input_type = try obj.getTypeName();
-
-    const typeName = try py.str(root, py.type_(root, obj));
-    defer typeName.obj.decref();
-
-    if (!std.mem.eql(u8, "bytes", input_type)
-        and !std.mem.eql(u8, "memoryview", input_type)
-        and !std.mem.eql(u8, "bytearray", input_type)
-    ) {
-        const help_note = if (std.mem.eql(u8, "BytesIO", input_type)) ". You can use the StreamWrapper class for such purposes." else "";
-        return py.TypeError(root).raiseFmt(
-            "expected {s}, found {s}{s}",
-            .{
-                "bytes, memoryview or bytearray",
-                try typeName.asSlice(),
-                help_note
-            }
-        );
-    }
-}
-
-/// Masks specific patterns in the input string with the asterisks.
-pub fn mask(args: struct { input: py.PyObject, patterns: py.PyObject, limit: u64 = MAX_NUMBER_OF_STARS }) !py.PyBytes {
-    const max_number_of_stars = args.limit;
-
-    validate_buffer(args.input) catch |err| return err;
-
-    const view = try args.input.getBuffer(root, py.PyBuffer.Flags.ND);
-    defer view.release();
-
-    var ac = try Aho.init(py_allocator);
-    defer ac.deinit();
-
-    const iterator = try py.iter(root, args.patterns);
-    while (try iterator.next(py.PyBytes)) |item| {
-        _ = try ac.insert(try item.asSlice());
-    }
-
-    try ac.build();
-    const masked = try ac.mask(.{ .text = view.asSlice(u8), .max_stars = max_number_of_stars });
-    defer py_allocator.free(masked);
-
-    const res = try py.PyBytes.create(masked);
-    return res;
-}
-
-comptime {
-    py.rootmodule(root);
-}
diff --git a/src/export.zig b/src/export.zig
new file mode 100644
index 0000000..5df31a4
--- /dev/null
+++ b/src/export.zig
@@ -0,0 +1,112 @@
+//! C ABI exports over the Aho-Corasick automaton, consumed by the Python
+//! `secretsweeper._core` module through ctypes.
+//!
+//! Every function returning `i32` uses 0 for success and -1 for an allocation
+//! failure. Buffers returned via `ss_mask` are owned by the caller and must be
+//! released with `ss_free`.
+const std = @import("std");
+const Aho = @import("aho.zig").Aho;
+
+const allocator = std.heap.c_allocator;
+
+/// Create a new automaton. Returns null on allocation failure.
+export fn ss_new() ?*Aho {
+    const ac = allocator.create(Aho) catch return null;
+    ac.* = Aho.init(allocator) catch {
+        allocator.destroy(ac);
+        return null;
+    };
+    return ac;
+}
+
+/// Destroy an automaton created with `ss_new`.
+export fn ss_destroy(ac: *Aho) void {
+    ac.deinit();
+    allocator.destroy(ac);
+}
+
+/// Insert a search pattern. Must be called before `ss_build`.
+export fn ss_insert(ac: *Aho, pattern: [*]const u8, len: usize) i32 {
+    _ = ac.insert(pattern[0..len]) catch return -1;
+    return 0;
+}
+
+/// Build goto and fail functions. Call once, after all patterns are inserted.
+export fn ss_build(ac: *Aho) i32 {
+    ac.build() catch return -1;
+    return 0;
+}
+
+/// Mask all patterns in the text with the star character.
+///
+/// On success writes the result buffer to `out_ptr`/`out_len` and returns 0.
+/// An empty result is reported as a null `out_ptr` with `out_len` 0 and needs
+/// no `ss_free` call.
+export fn ss_mask(
+    ac: *Aho,
+    text: [*]const u8,
+    len: usize,
+    max_stars: u64,
+    is_streaming: bool,
+    out_ptr: *?[*]u8,
+    out_len: *usize,
+) i32 {
+    const masked = ac.mask(.{
+        .text = text[0..len],
+        .max_stars = max_stars,
+        .is_streaming = is_streaming,
+    }) catch return -1;
+    if (masked.len == 0) {
+        allocator.free(masked);
+        out_ptr.* = null;
+        out_len.* = 0;
+        return 0;
+    }
+    out_ptr.* = masked.ptr;
+    out_len.* = masked.len;
+    return 0;
+}
+
+/// Release a buffer returned by `ss_mask`.
+export fn ss_free(ptr: ?[*]u8, len: usize) void {
+    if (ptr) |p| {
+        if (len > 0) {
+            allocator.free(p[0..len]);
+        }
+    }
+}
+
+/// Get the streaming-mode reminder. Returns a pointer into the automaton's
+/// internal state that stays valid until the next `ss_mask`/`ss_reset_reminder`
+/// call; the caller must copy it and must not free it.
+export fn ss_get_reminder(ac: *Aho, out_len: *usize) ?[*]const u8 {
+    const reminder = ac.reminder orelse {
+        out_len.* = 0;
+        return null;
+    };
+    out_len.* = reminder.len;
+    return reminder.ptr;
+}
+
+/// Reset the streaming-mode reminder.
+export fn ss_reset_reminder(ac: *Aho) void {
+    ac.reset_reminder();
+}
+
+test {
+    _ = @import("aho.zig");
+}
+
+test "C ABI roundtrip" {
+    const ac = ss_new().?;
+    defer ss_destroy(ac);
+
+    try std.testing.expectEqual(0, ss_insert(ac, "her", 3));
+    try std.testing.expectEqual(0, ss_build(ac));
+
+    var out_ptr: ?[*]u8 = null;
+    var out_len: usize = 0;
+    try std.testing.expectEqual(0, ss_mask(ac, "asher", 5, 15, false, &out_ptr, &out_len));
+    defer ss_free(out_ptr, out_len);
+    try std.testing.expectEqualStrings("as***", out_ptr.?[0..out_len]);
+}
diff --git a/tests/test_secretsweeper.py b/tests/test_secretsweeper.py
index a884f86..8242915 100644
--- a/tests/test_secretsweeper.py
+++ b/tests/test_secretsweeper.py
@@ -1,5 +1,6 @@
 import io
 import pathlib
+import threading
 import typing
 import unittest
 
@@ -7,6 +8,11 @@
 
 import secretsweeper
 
+FIXTURES_DIR = pathlib.Path(__file__).parent / "fixtures"
+# Git may check fixtures out with CRLF line endings (e.g. on Windows with core.autocrlf),
+# so tests reading fixture files build patterns and expected values from the actual newline.
+NL = b"\r\n" if b"\r\n" in (FIXTURES_DIR / "file.txt").read_bytes() else b"\n"
+
 
 def _generator() -> typing.Iterator[bytes]:
     yield b"a"
@@ -136,18 +142,73 @@ def test_stream_wrapper_init_and_del() -> None:
 
 def test_stream_wrapper_iter() -> None:
     chunk = []
-    with open(pathlib.Path(__file__).parent / "fixtures" / "file.txt", "rb") as f:
+    with open(FIXTURES_DIR / "file.txt", "rb") as f:
         stream = secretsweeper.StreamWrapper(f, (b"line",))
         for line in stream:
             chunk.append(line)
-    assert b"".join(chunk) == b"first ****\nsecond ****\nthird ****\n"
+    assert b"".join(chunk) == b"first ****" + NL + b"second ****" + NL + b"third ****" + NL
 
 
 def test_stream_wrapper_readall() -> None:
-    with open(pathlib.Path(__file__).parent / "fixtures" / "file.txt", "rb") as f:
+    with open(FIXTURES_DIR / "file.txt", "rb") as f:
         stream = secretsweeper.StreamWrapper(f, (b"line",))
         result = stream.readall()
-    assert result == b"first ****\nsecond ****\nthird ****\n"
+    assert result == b"first ****" + NL + b"second ****" + NL + b"third ****" + NL
+
+
+def test_stream_wrapper_concurrent_use_is_safe() -> None:
+    # Sharing one wrapper across threads must be memory-safe: the native automaton
+    # state is mutated with the GIL released, so calls are serialized with a lock.
+    wrapper = secretsweeper._core._StreamWrapper((b"ab", b"line\nsecond"))
+    errors = []
+
+    def worker() -> None:
+        try:
+            for _ in range(200):
+                wrapper.masking_read(b"a" * 64 + b"b line\nsec")
+                wrapper.get_reminder()
+                wrapper.consume_reminder()
+        except Exception as exc:  # noqa: BLE001
+            errors.append(exc)
+
+    threads = [threading.Thread(target=worker) for _ in range(4)]
+    for t in threads:
+        t.start()
+    for t in threads:
+        t.join()
+    assert not errors
+
+
+def test_stream_wrapper_gevent_safe() -> None:
+    # The wrapper lock is only held around native calls that contain no greenlet
+    # switch points, so sharing a wrapper between greenlets must neither deadlock
+    # nor corrupt the automaton state, even without gevent monkey-patching.
+    gevent = pytest.importorskip("gevent")
+
+    wrapper = secretsweeper._core._StreamWrapper((b"ab",))
+
+    def worker() -> int:
+        emitted = 0
+        for _ in range(100):
+            emitted += len(wrapper.masking_read(b"a" * 32 + b"b"))
+            gevent.sleep(0)
+        return emitted
+
+    greenlets = [gevent.spawn(worker) for _ in range(4)]
+    gevent.joinall(greenlets, timeout=30, raise_error=True)
+    emitted = sum(g.get() for g in greenlets)
+    assert emitted + len(wrapper.consume_reminder()) == 4 * 100 * 33
+
+
+def test_stream_wrapper_reminder_is_bounded() -> None:
+    # A stream of b"a" against the pattern b"ab" keeps the automaton away from its
+    # starting state; the wrapper must still emit data promptly and retain at most
+    # a longest-pattern-prefix tail instead of buffering the whole stream.
+    stream = secretsweeper.StreamWrapper(io.BytesIO(b"a" * 1000), (b"ab",))
+    first = stream.read(100)
+    assert first == b"a" * 99
+    assert stream._wrapper.get_reminder() == b"a"
+    assert first + stream.readall() == b"a" * 1000
 
 
 def test_stream_wrapper_bytes_io() -> None:
@@ -159,8 +220,10 @@ def test_stream_wrapper_bytes_io() -> None:
 
 def test_stream_wrapper_read_limited_size() -> None:
     def _iter() -> typing.Iterator[bytes]:
-        with open(pathlib.Path(__file__).parent / "fixtures" / "file.txt", "rb") as f:
-            stream = secretsweeper.StreamWrapper(f, (b"st line\nsecond line\nthird line\n",), limit=5)
+        with open(FIXTURES_DIR / "file.txt", "rb") as f:
+            stream = secretsweeper.StreamWrapper(
+                f, (b"st line" + NL + b"second line" + NL + b"third line" + NL,), limit=5
+            )
             # Note: We don't guarantee that the buffer won't exceed the provided size.
             while buf := stream.read(size=3):
                 yield buf
@@ -171,21 +234,32 @@ def _iter() -> typing.Iterator[bytes]:
 @pytest.mark.parametrize(
     ("fixture_file", "patterns", "limit", "expected"),
     [
-        ("file", (b"line\nthird",), None, b"first line\nsecond ********** line\n"),
+        # the mask length equals the pattern length, which depends on the newline width.
+        (
+            "file",
+            (b"line" + NL + b"third",),
+            None,
+            b"first line" + NL + b"second " + b"*" * len(b"line" + NL + b"third") + b" line" + NL,
+        ),
         # overlapping multiline pattern.
-        ("file", (b"ne\nse", b"second"), 3, b"first li*** line\nthird line\n"),
+        ("file", (b"ne" + NL + b"se", b"second"), 3, b"first li*** line" + NL + b"third line" + NL),
         # the first pattern is near the limit and next overlapping pattern is less than the limit.
-        ("file", (b"ne\nse", b"second"), 4, b"first li**** line\nthird line\n"),
+        ("file", (b"ne" + NL + b"se", b"second"), 4, b"first li**** line" + NL + b"third line" + NL),
         # multiline pattern for more than two lines.
-        ("file", (b"st line\nsecond line\nthird ",), 1, b"fir*line\n"),
+        ("file", (b"st line" + NL + b"second line" + NL + b"third ",), 1, b"fir*line" + NL),
         # multiline pattern for more than two lines up to the end of the input.
-        ("file", (b"st line\nsecond line\nthird line\n",), 1, b"fir*"),
+        ("file", (b"st line" + NL + b"second line" + NL + b"third line" + NL,), 1, b"fir*"),
         # removing overlapping patterns.
-        ("file", (b"third", b"ne\n", b"e\n", b" line\n", b"st line\nsecond line\nth"), 0, b"fir"),
+        (
+            "file",
+            (b"third", b"ne" + NL, b"e" + NL, b" line" + NL, b"st line" + NL + b"second line" + NL + b"th"),
+            0,
+            b"fir",
+        ),
         # non overlapping - 1 asterisks for every pattern.
-        ("file", (b"first line\n", b"second line\n", b"third line\n"), 1, b"***"),
+        ("file", (b"first line" + NL, b"second line" + NL, b"third line" + NL), 1, b"***"),
         # overlapping - 1 asterisks in total for all patterns.
-        ("file", (b"first line\ns", b"second line\nt", b"third line\n"), 1, b"*"),
+        ("file", (b"first line" + NL + b"s", b"second line" + NL + b"t", b"third line" + NL), 1, b"*"),
     ],
 )
 def test_stream_wrapper(
@@ -194,7 +268,7 @@ def test_stream_wrapper(
     if limit is None:
         limit = secretsweeper.MAX_NUMBER_OF_STARS
     chunk = []
-    with open(pathlib.Path(__file__).parent / "fixtures" / f"{fixture_file}.txt", "rb") as f:
+    with open(FIXTURES_DIR / f"{fixture_file}.txt", "rb") as f:
         stream = secretsweeper.StreamWrapper(f, patterns, limit=limit)
         for line in stream:
             chunk.append(line)
diff --git a/uv.lock b/uv.lock
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--- a/uv.lock
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