diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..5be91f9
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1 @@
+*.ipynb linguist-vendored
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..560b30a
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,92 @@
+name: CI
+
+on:
+  push:
+    branches: [ master, develop ]
+  pull_request:
+    branches: [ master, develop ]
+
+jobs:
+  test:
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        os: [ubuntu-latest, macos-latest, windows-latest]
+        python-version: ['3.9', '3.10']
+
+    steps:
+    - name: Checkout code
+      uses: actions/checkout@v4
+
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v5
+      with:
+        python-version: ${{ matrix.python-version }}
+
+    - name: Install uv
+      uses: astral-sh/setup-uv@v4
+      with:
+        enable-cache: true
+
+    - name: Install dependencies
+      run: |
+        uv sync --all-extras --dev
+
+    - name: Run tests
+      run: |
+        uv run pytest tests/ -v --cov=src --cov-report=xml --cov-report=term
+
+  lint:
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Checkout code
+      uses: actions/checkout@v4
+
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: '3.10'
+
+    - name: Install uv
+      uses: astral-sh/setup-uv@v4
+
+    - name: Install dependencies
+      run: |
+        uv sync --all-extras --dev
+
+    - name: Run ruff check
+      run: |
+        uv run ruff check src tests
+      continue-on-error: true
+
+    - name: Run ruff format check
+      run: |
+        uv run ruff format --check src tests
+      continue-on-error: true
+
+  build:
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Checkout code
+      uses: actions/checkout@v4
+
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: '3.10'
+
+    - name: Install uv
+      uses: astral-sh/setup-uv@v4
+
+    - name: Build package
+      run: |
+        uv build
+
+    - name: Upload artifacts
+      uses: actions/upload-artifact@v4
+      with:
+        name: dist
+        path: dist/
diff --git a/.gitignore b/.gitignore
index 23de05b..cf34463 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,15 +1,210 @@
-# Python-generated files
+# Byte-compiled / optimized / DLL files
 __pycache__/
-*.py[oc]
+*.py[codz]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
 build/
+develop-eggs/
 dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
 wheels/
-*.egg-info
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+.vscode
+*.so
+*.c
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py.cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# UV
+#   Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#uv.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+#poetry.toml
 
-# Virtual environments
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#   pdm recommends including project-wide configuration in pdm.toml, but excluding .pdm-python.
+#   https://pdm-project.org/en/latest/usage/project/#working-with-version-control
+#pdm.lock
+#pdm.toml
+.pdm-python
+.pdm-build/
+
+# pixi
+#   Similar to Pipfile.lock, it is generally recommended to include pixi.lock in version control.
+#pixi.lock
+#   Pixi creates a virtual environment in the .pixi directory, just like venv module creates one
+#   in the .venv directory. It is recommended not to include this directory in version control.
+.pixi
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.envrc
 .venv
-.ruff_cache
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
 
-# Generated files with compilation
-*.so
-*.c
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+# Abstra
+# Abstra is an AI-powered process automation framework.
+# Ignore directories containing user credentials, local state, and settings.
+# Learn more at https://abstra.io/docs
+.abstra/
+
+# Visual Studio Code
+#  Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore 
+#  that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore
+#  and can be added to the global gitignore or merged into this file. However, if you prefer, 
+#  you could uncomment the following to ignore the entire vscode folder
+# .vscode/
+
+# Ruff stuff:
+.ruff_cache/
+
+# PyPI configuration file
+.pypirc
+
+# Cursor
+#  Cursor is an AI-powered code editor. `.cursorignore` specifies files/directories to
+#  exclude from AI features like autocomplete and code analysis. Recommended for sensitive data
+#  refer to https://docs.cursor.com/context/ignore-files
+.cursorignore
+.cursorindexingignore
+
+# Marimo
+marimo/_static/
+marimo/_lsp/
+__marimo__/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..383add9
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,26 @@
+repos:
+-   repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v2.3.0
+    hooks:
+    - id: check-yaml
+    - id: check-toml
+    - id: check-merge-conflict
+    - id: end-of-file-fixer
+    - id: trailing-whitespace
+-   repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.2.2
+    hooks:
+    # for python files
+    - id: ruff
+      types_or: [ python, pyi ]
+      args: [ --fix ]
+    - id: ruff
+      name: ruff (cython)
+      types_or: [ cython ]
+      args: [ --fix, --line-length=88 ]
+-   repo: https://github.com/pycqa/isort
+    rev: 5.12.0
+    hooks:
+    - id: isort
+      args: ["--profile=black", "--line-length=79"]
+      types_or: [ python, cython ]
diff --git a/CMakeLists.txt b/CMakeLists.txt
new file mode 100644
index 0000000..3debc4c
--- /dev/null
+++ b/CMakeLists.txt
@@ -0,0 +1,80 @@
+cmake_minimum_required(VERSION 3.15)
+project(algos C)
+
+find_package(Python 3.10 REQUIRED COMPONENTS Interpreter Development.Module NumPy)
+
+# Find Cython
+find_program(CYTHON_EXECUTABLE NAMES cython cython3 REQUIRED)
+
+# Cython compiler directives
+set(CYTHON_FLAGS
+    --3str
+    -X boundscheck=False
+    -X wraparound=False
+    -X initializedcheck=False
+    -X nonecheck=False
+    -X cdivision=True
+    -X profile=False
+)
+
+# OpenMP detection
+find_package(OpenMP)
+
+# Helper function to register a .pyx extension
+function(add_cython_extension module_name pyx_path)
+    # Derive a safe target name from the module name (dots -> underscores)
+    string(REPLACE "." "_" target_name ${module_name})
+
+    # Output .c file sits next to the .pyx file
+    get_filename_component(pyx_dir ${pyx_path} DIRECTORY)
+    get_filename_component(pyx_stem ${pyx_path} NAME_WE)
+    set(c_file "${CMAKE_SOURCE_DIR}/${pyx_dir}/${pyx_stem}.c")
+
+    # Cython transpilation step: .pyx -> .c
+    add_custom_command(
+        OUTPUT ${c_file}
+        COMMAND ${CYTHON_EXECUTABLE} ${CYTHON_FLAGS}
+                -I ${CMAKE_SOURCE_DIR}
+                ${CMAKE_SOURCE_DIR}/${pyx_path}
+                -o ${c_file}
+        DEPENDS ${CMAKE_SOURCE_DIR}/${pyx_path}
+        COMMENT "Cythonizing ${pyx_path}"
+    )
+
+    # Compile the .c file into a Python extension
+    Python_add_library(${target_name} MODULE ${c_file} WITH_SOABI)
+
+    set_target_properties(${target_name} PROPERTIES
+        LIBRARY_OUTPUT_DIRECTORY ${CMAKE_SOURCE_DIR}/${pyx_dir}
+        OUTPUT_NAME ${pyx_stem}
+    )
+
+    target_include_directories(${target_name} PRIVATE
+        ${Python_NumPy_INCLUDE_DIRS}
+    )
+
+    target_compile_definitions(${target_name} PRIVATE
+        NPY_NO_DEPRECATED_API=NPY_1_9_API_VERSION
+    )
+
+    # Platform-specific compile flags
+    target_compile_options(${target_name} PRIVATE
+        $<$<NOT:$<C_COMPILER_ID:MSVC>>:-O3 -ffast-math>
+        $<$<C_COMPILER_ID:MSVC>:/O2>
+    )
+
+    # OpenMP
+    if(OpenMP_C_FOUND)
+        target_link_libraries(${target_name} PRIVATE OpenMP::OpenMP_C)
+    endif()
+
+    # Install into the correct package subdirectory
+    get_filename_component(install_dir ${pyx_path} DIRECTORY)
+    install(TARGETS ${target_name} DESTINATION ${install_dir})
+endfunction()
+
+# Register each extension
+add_cython_extension("src.dway_heap.dway_heap" "src/dway_heap/dway_heap.pyx")
+add_cython_extension("src.tree.treap.randomized_treap" "src/tree/treap/randomized_treap.pyx")
+add_cython_extension("src.tree.bst.binary_search_tree" "src/tree/bst/binary_search_tree.pyx")
+add_cython_extension("src.tree.rbt.red_black_tree" "src/tree/rbt/red_black_tree.pyx")
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..1ea886d
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,52 @@
+.PHONY: install
+install:
+	@echo "Creating virtual environment and installing dependencies using uv..."
+	uv lock
+	uv sync --all-groups
+	uv run pre-commit install
+
+.PHONY: build
+build:
+	@echo "Compiling Cython extensions..."
+	uv pip install --no-build-isolation -e .
+
+.PHONY: rebuild
+rebuild: clean build
+
+.PHONY: clean
+clean:
+	@echo "Cleaning build artifacts..."
+	find . -name "*.so" -not -path "./.git/*" -delete
+	find . -name "*.c" -not -path "./.git/*" -delete
+	find . -name "*.pyd" -not -path "./.git/*" -delete
+	rm -rf _skbuild/ build/ dist/ *.egg-info/
+
+.PHONY: test
+test:
+	@echo "Running tests with pytest..."
+	uv run pytest tests/ -v
+
+.PHONY: lint
+lint:
+	@echo "Running linter with ruff..."
+	uv run ruff format . --config pyproject.toml
+	@echo "Running checks with ruff..."
+	uv run ruff check . --config pyproject.toml
+
+.PHONY: ci
+ci:
+	@echo "This target attempts to simulate running tests and linting"
+	$(MAKE) test
+	$(MAKE) lint
+
+.PHONY: help
+help:
+	@echo "Available targets:"
+	@echo "  install  - Set up virtual environment and install all dependencies"
+	@echo "  build    - Compile Cython extensions (editable install)"
+	@echo "  rebuild  - Clean and recompile everything from scratch"
+	@echo "  clean    - Remove all build artifacts (.so, .c, _skbuild, dist)"
+	@echo "  test     - Run pytest"
+	@echo "  lint     - Run ruff and cython-lint"
+	@echo "  ci       - Full pipeline: rebuild + test + lint"
+# 	@echo "  wheel    - Build a distributable wheel for PyPI"
diff --git a/README.md b/README.md
index 263f218..e38015f 100644
--- a/README.md
+++ b/README.md
@@ -39,17 +39,34 @@ uv run pytest
 
 
 # Installation
+*Prerequisites — you need CMake and a C compiler installed on your machine.*
+
 Clone the repository
 ```bash
 git clone https://github.com/justkroft/algos.git
 cd algos
 ```
 
-and setup your virtual environment using `uv`. Afterwards, the code can be compiled using the following command:
+and setup your virtual environment using `uv`.
+
+```bash
+uv venv  # create environment
+uv sync  # sync all dependencies from toml file
+```
+
+Then, activate the environment:
+
+```bash
+source .venv/bin/activate  # on Mac
+./venv/Scripts/activate    # on Windows
+```
+
+Once the environment is setup and all the dependencies are installed, you can create a local, editable install:
+
 ```bash
-python setup.py build_ext -i clean
+uv pip install --no-build-isolation -e .
 ```
 
 # Contributing
 Contributions are welcome.\
-Open an issue for bug reports or feature requests, or submit a pull request with improvements.
\ No newline at end of file
+Open an issue for bug reports or feature requests, or submit a pull request with improvements.
diff --git a/pyproject.toml b/pyproject.toml
index 07ce38d..17848d5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,3 +1,7 @@
+[build-system]
+requires = ["scikit-build-core", "cython>=3.1.3", "numpy>=2.2.6"]
+build-backend = "scikit_build_core.build"
+
 [project]
 name = "algos"
 version = "0.1.0"
@@ -8,18 +12,27 @@ dependencies = [
     "cython>=3.1.3",
     "cython-lint>=0.16.7",
     "numpy>=2.2.6",
-    "setuptools>=80.9.0",
 ]
 
 [project.optional-dependencies]
-test = ["pytest"]
+dev = ["pytest", "pytest-cov", "ruff"]
 
 [dependency-groups]
 dev = [
+    "pre-commit>=4.5.1",
+    "pre-commit-hooks>=6.0.0",
     "pytest>=8.4.1",
     "ruff>=0.12.10",
+    "scikit-build-core>=0.11.6",
 ]
 
+[tool.scikit-build]
+wheel.packages = ["src"]
+
+# Tells scikit-build-core to use the installed Cython rather than fetching one
+[tool.scikit-build.cmake.define]
+CMAKE_BUILD_TYPE = "Release"
+
 [tool.ruff]
 # Set the maximum line length to 79.
 line-length = 79
@@ -41,7 +54,7 @@ select = [
 ]
 ignore = [
     "E731",   # Do not assign a lambda expression, use a def
-    # "W502",   # Line break occured before binary operator (ignore anti pattern)
+    "E999",   # Cython unexpected toker error
     "ANN002", # Missing type annotation for *args
     "ANN003", # Missing type annotation for **kwargs
     "ANN401", # Dynamically typed expressions (typing.Any) are disallowed
@@ -61,6 +74,7 @@ convention = "numpy"
 max-line-length = 88
 ignore = [
     "E731",
+    "E999",
     "W503",
     "W504"
 ]
diff --git a/setup.py b/setup.py
index 4ff6841..e5dc47d 100644
--- a/setup.py
+++ b/setup.py
@@ -1,3 +1,8 @@
+# Note: this is the legacy setup, keeping it in for reference.
+# The correct way to compile the extensions is to use the CMakeLists.txt with
+# scikit-build-core, which is more robust and cross-platform compatible.
+# The setup.py is provided here for reference and should not be used for
+# building the package.
 # python setup.py build_ext -i clean
 import os
 import sys
diff --git a/src/tree/treap/randomized_treap.pyx b/src/tree/treap/randomized_treap.pyx
index e4f54c0..6d3a952 100644
--- a/src/tree/treap/randomized_treap.pyx
+++ b/src/tree/treap/randomized_treap.pyx
@@ -1,14 +1,12 @@
 cimport cython
 from libc.math cimport INFINITY
-from libc.stdlib cimport malloc, free
-
-cdef extern from "stdlib.h":
-    double drand48()
+from libc.stdlib cimport RAND_MAX, free, malloc, rand
 
 import numpy as np
 cimport numpy as np
 
-from src.typedefs cimport intp_t, float64_t
+from src.typedefs cimport float64_t, intp_t
+
 include "src/constants.pxi"
 
 
@@ -22,8 +20,8 @@ ctypedef struct ArrayNode_t:
 
 cdef class RandomizedTreap:
     """
-    Array-based Cython representation of a Randomized Treap (RT). 
-    
+    Array-based Cython representation of a Randomized Treap (RT).
+
     An RT is a combination of a Binary Search Tree (BST) and a heap that uses
     randomization to maintain balance.
     BST property:
@@ -54,7 +52,7 @@ cdef class RandomizedTreap:
     * The random priorities make treap self-balancing with high probability, giving
         expected O(log n) time complexity for search, insert, and remove.
     """
-    
+
     cdef ArrayNode_t* nodes
     cdef float64_t[::1] keys
     cdef float64_t[::1] _keys_array
@@ -63,28 +61,28 @@ cdef class RandomizedTreap:
     cdef intp_t node_count
     cdef intp_t root_idx
     cdef intp_t _size
-    
+
     def __cinit__(self, intp_t initial_capacity=INITIAL_CAPACITY):
         self.capacity = initial_capacity
         # Declare pointer to first element of an array of node structs
         self.nodes = <ArrayNode_t*>malloc(self.capacity * sizeof(ArrayNode_t))
-        
+
         if not self.nodes:
             raise MemoryError("Failed to allocate arrays")
-        
+
         # Use numpy array for keys
         self._keys_array = np.empty(initial_capacity, dtype=np.float64)
         self.keys = self._keys_array
         self.values = []
-        
+
         self.node_count = 0
-        self.root_idx = NONE_SENTINEL  
+        self.root_idx = NONE_SENTINEL
         self._size = 0
 
     def __len__(self) -> intp_t:
         """Return the size of the randomized treap."""
         return self._size
-    
+
     def __dealloc__(self):
         if self.nodes:
             free(self.nodes)
@@ -96,7 +94,7 @@ cdef class RandomizedTreap:
     cpdef object top(self):
         """
         Remove and return the value with the smallest key
-        
+
         Raises
         ------
         RuntimeError
@@ -115,7 +113,7 @@ cdef class RandomizedTreap:
     cpdef float64_t peek(self):
         """
         Return the smallest key without removing it
-        
+
         Raises
         ------
         RuntimeError
@@ -128,7 +126,7 @@ cdef class RandomizedTreap:
         # Find leftmost node (minimum key)
         while self.nodes[node_idx].left_child != NONE_SENTINEL:
             node_idx = self.nodes[node_idx].left_child
-        
+
         return self.keys[node_idx]
 
     cpdef intp_t rank(self, float64_t key):
@@ -145,18 +143,18 @@ cdef class RandomizedTreap:
         intp_t : The rank of the key.
         """
         return self._rank_helper(self.root_idx, key)
-    
+
     cdef intp_t _rank_helper(self, intp_t node_idx, float64_t key):
         if node_idx == NONE_SENTINEL:
             return NONE_SENTINEL
-        
+
         cdef float64_t node_key = self.keys[node_idx]
         cdef intp_t left_size = 0
         cdef intp_t right_rank
 
         if self.nodes[node_idx].left_child != NONE_SENTINEL:
             left_size = self.nodes[self.nodes[node_idx].left_child].size
-        
+
         if key == node_key:
             return left_size
         elif key < node_key:
@@ -189,7 +187,7 @@ cdef class RandomizedTreap:
     cdef intp_t _remove_helper(self, intp_t node_idx, float64_t key):
         if node_idx == NONE_SENTINEL:
             return NONE_SENTINEL
-        
+
         cdef float64_t node_key = self.keys[node_idx]
 
         if key < node_key:
@@ -205,7 +203,7 @@ cdef class RandomizedTreap:
         else:
             self._size -= 1
             return self._remove_node(node_idx)
-        
+
         with nogil:
             self._update_size(node_idx)
         return node_idx
@@ -213,21 +211,21 @@ cdef class RandomizedTreap:
     cdef intp_t _remove_node(self, intp_t node_idx):
         cdef intp_t left_idx = self.nodes[node_idx].left_child
         cdef intp_t right_idx = self.nodes[node_idx].right_child
-        
+
         # Case 1: No children
         if left_idx == NONE_SENTINEL and right_idx == NONE_SENTINEL:
             return NONE_SENTINEL
-        
+
         # Case 2: Only one child
         if left_idx == NONE_SENTINEL:
             return right_idx
         if right_idx == NONE_SENTINEL:
             return left_idx
-        
+
         # Case 3: Two children - rotate to maintain heap property, then recurse
         cdef float64_t left_priority = self.nodes[left_idx].priority
         cdef float64_t right_priority = self.nodes[right_idx].priority
-        
+
         if left_priority > right_priority:
             with nogil:
                 node_idx = self._rotate_right(node_idx)
@@ -240,54 +238,56 @@ cdef class RandomizedTreap:
             self.nodes[node_idx].left_child = self._remove_node(
                 self.nodes[node_idx].left_child
             )
-        
+
         with nogil:
             self._update_size(node_idx)
         return node_idx
-    
+
     cdef intp_t _create_node(self, float64_t key, object value):
         """Create node with key-value pair"""
         if self.node_count >= self.capacity:
             self._resize_arrays()
-            
+
         cdef intp_t idx = self.node_count
         self.node_count += 1
-        
+
         # Initialize C struct
         self.nodes[idx].left_child = NONE_SENTINEL
-        self.nodes[idx].right_child = NONE_SENTINEL  
-        self.nodes[idx].priority = drand48()
+        self.nodes[idx].right_child = NONE_SENTINEL
+        self.nodes[idx].priority = rand() / <double>RAND_MAX
         self.nodes[idx].size = 1
-        
+
         self.keys[idx] = key
         self.values.append(value)
-        
+
         return idx
 
     cpdef object select(self, intp_t rank):
         """Return the value at the given rank (0-based index)"""
         if rank < 0 or rank >= self._size:
-            raise IndexError(f"Rank {rank} out of bounds for treap of size {self._size}")
-        
+            raise IndexError(
+                f"Rank {rank} out of bounds for treap of size {self._size}"
+            )
+
         cdef intp_t node_idx = self._select_helper(self.root_idx, rank)
         return self.values[node_idx]
-    
+
     cdef intp_t _select_helper(self, intp_t node_idx, intp_t target_rank):
         """Find the node at the given rank"""
         cdef intp_t left_size = 0
         if self.nodes[node_idx].left_child != NONE_SENTINEL:
             left_size = self.nodes[self.nodes[node_idx].left_child].size
-        
+
         if target_rank == left_size:
             return node_idx
         elif target_rank < left_size:
             return self._select_helper(self.nodes[node_idx].left_child, target_rank)
         else:
             return self._select_helper(
-                self.nodes[node_idx].right_child, 
+                self.nodes[node_idx].right_child,
                 target_rank - left_size - 1
             )
-    
+
     cpdef void insert(self, float64_t key, object value):
         """
         Insert a new key into the treao, and generate random priority.
@@ -302,61 +302,65 @@ cdef class RandomizedTreap:
         """
         self.root_idx = self._insert_helper(self.root_idx, key, value)
         self._size += 1
-    
+
     cdef intp_t _insert_helper(self, intp_t node_idx, float64_t key, object value):
         if node_idx == NONE_SENTINEL:
             return self._create_node(key, value)
-        
+
         cdef intp_t new_child_idx
         cdef float64_t child_priority, node_priority, node_key
-        
+
         node_key = self.keys[node_idx]
-        
+
         if key <= node_key:
-            new_child_idx = self._insert_helper(self.nodes[node_idx].left_child, key, value)
+            new_child_idx = self._insert_helper(
+                self.nodes[node_idx].left_child, key, value
+            )
             self.nodes[node_idx].left_child = new_child_idx
-            
+
             child_priority = self.nodes[new_child_idx].priority
             node_priority = self.nodes[node_idx].priority
-            
+
             if child_priority > node_priority:
                 with nogil:
                     node_idx = self._rotate_right(node_idx)
         else:
-            new_child_idx = self._insert_helper(self.nodes[node_idx].right_child, key, value)
+            new_child_idx = self._insert_helper(
+                self.nodes[node_idx].right_child, key, value
+            )
             self.nodes[node_idx].right_child = new_child_idx
-            
-            child_priority = self.nodes[new_child_idx].priority  
+
+            child_priority = self.nodes[new_child_idx].priority
             node_priority = self.nodes[node_idx].priority
-            
+
             if child_priority > node_priority:
                 with nogil:
                     node_idx = self._rotate_left(node_idx)
-        
+
         with nogil:
             self._update_size(node_idx)
         return node_idx
-    
+
     cpdef object search(self, float64_t key):
         """Search for a given key value"""
         cdef intp_t node_idx = self._search_helper(self.root_idx, key)
         if node_idx == NONE_SENTINEL:
             return None
         return self.values[node_idx]
-    
+
     cdef intp_t _search_helper(self, intp_t node_idx, float64_t key):
         cdef float64_t node_key
-        
+
         while node_idx != NONE_SENTINEL:
             node_key = self.keys[node_idx]
-            
+
             if key == node_key:
                 return node_idx
             elif key < node_key:
                 node_idx = self.nodes[node_idx].left_child
             else:
                 node_idx = self.nodes[node_idx].right_child
-                
+
         return NONE_SENTINEL
 
     cdef intp_t _rotate_right(self, intp_t node_idx) noexcept nogil:
@@ -367,7 +371,7 @@ cdef class RandomizedTreap:
         self._update_size(node_idx)
         self._update_size(left_idx)
         return left_idx
-    
+
     cdef intp_t _rotate_left(self, intp_t node_idx) noexcept nogil:
         """Left rotation to maintain heap property after insertion"""
         cdef intp_t right_idx = self.nodes[node_idx].right_child
@@ -380,27 +384,29 @@ cdef class RandomizedTreap:
     cdef void _resize_arrays(self):
         """Resize arrays"""
         cdef intp_t new_capacity = self.capacity * GROWTH_FACTOR
-        
-        cdef ArrayNode_t* new_nodes = <ArrayNode_t*>malloc(new_capacity * sizeof(ArrayNode_t))
+
+        cdef ArrayNode_t* new_nodes = <ArrayNode_t*>malloc(
+            new_capacity * sizeof(ArrayNode_t)
+        )
         if not new_nodes:
             raise MemoryError("Failed to resize arrays")
-        
+
         # Copy node data
         cdef intp_t i
         for i in range(self.node_count):
             new_nodes[i] = self.nodes[i]
-        
+
         # Resize numpy array for keys
         old_keys_array = np.asarray(self.keys)
         new_keys_array = np.empty(new_capacity, dtype=np.float64)
         new_keys_array[:self.node_count] = old_keys_array[:self.node_count]
-        
+
         free(self.nodes)
         self.nodes = new_nodes
         self._keys_array = new_keys_array
         self.keys = self._keys_array
         self.capacity = new_capacity
-    
+
     cdef void _update_size(self, intp_t node_idx) noexcept nogil:
         """Keeps subtree sizes current for rank operations"""
         if node_idx == NONE_SENTINEL:
diff --git a/uv.lock b/uv.lock
index dd67144..97058fd 100644
--- a/uv.lock
+++ b/uv.lock
@@ -9,24 +9,28 @@ resolution-markers = [
 [[package]]
 name = "algos"
 version = "0.1.0"
-source = { virtual = "." }
+source = { editable = "." }
 dependencies = [
     { name = "cython" },
     { name = "cython-lint" },
     { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
     { name = "numpy", version = "2.3.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
-    { name = "setuptools" },
 ]
 
 [package.optional-dependencies]
-test = [
+dev = [
     { name = "pytest" },
+    { name = "pytest-cov" },
+    { name = "ruff" },
 ]
 
 [package.dev-dependencies]
 dev = [
+    { name = "pre-commit" },
+    { name = "pre-commit-hooks" },
     { name = "pytest" },
     { name = "ruff" },
+    { name = "scikit-build-core" },
 ]
 
 [package.metadata]
@@ -34,15 +38,28 @@ requires-dist = [
     { name = "cython", specifier = ">=3.1.3" },
     { name = "cython-lint", specifier = ">=0.16.7" },
     { name = "numpy", specifier = ">=2.2.6" },
-    { name = "pytest", marker = "extra == 'test'" },
-    { name = "setuptools", specifier = ">=80.9.0" },
+    { name = "pytest", marker = "extra == 'dev'" },
+    { name = "pytest-cov", marker = "extra == 'dev'" },
+    { name = "ruff", marker = "extra == 'dev'" },
 ]
-provides-extras = ["test"]
+provides-extras = ["dev"]
 
 [package.metadata.requires-dev]
 dev = [
+    { name = "pre-commit", specifier = ">=4.5.1" },
+    { name = "pre-commit-hooks", specifier = ">=6.0.0" },
     { name = "pytest", specifier = ">=8.4.1" },
     { name = "ruff", specifier = ">=0.12.10" },
+    { name = "scikit-build-core", specifier = ">=0.11.6" },
+]
+
+[[package]]
+name = "cfgv"
+version = "3.5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/4e/b5/721b8799b04bf9afe054a3899c6cf4e880fcf8563cc71c15610242490a0c/cfgv-3.5.0.tar.gz", hash = "sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132", size = 7334, upload-time = "2025-11-19T20:55:51.612Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/db/3c/33bac158f8ab7f89b2e59426d5fe2e4f63f7ed25df84c036890172b412b5/cfgv-3.5.0-py2.py3-none-any.whl", hash = "sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0", size = 7445, upload-time = "2025-11-19T20:55:50.744Z" },
 ]
 
 [[package]]
@@ -54,6 +71,124 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
+[[package]]
+name = "coverage"
+version = "7.13.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/24/56/95b7e30fa389756cb56630faa728da46a27b8c6eb46f9d557c68fff12b65/coverage-7.13.4.tar.gz", hash = "sha256:e5c8f6ed1e61a8b2dcdf31eb0b9bbf0130750ca79c1c49eb898e2ad86f5ccc91", size = 827239, upload-time = "2026-02-09T12:59:03.86Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/44/d4/7827d9ffa34d5d4d752eec907022aa417120936282fc488306f5da08c292/coverage-7.13.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0fc31c787a84f8cd6027eba44010517020e0d18487064cd3d8968941856d1415", size = 219152, upload-time = "2026-02-09T12:56:11.974Z" },
+    { url = "https://files.pythonhosted.org/packages/35/b0/d69df26607c64043292644dbb9dc54b0856fabaa2cbb1eeee3331cc9e280/coverage-7.13.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a32ebc02a1805adf637fc8dec324b5cdacd2e493515424f70ee33799573d661b", size = 219667, upload-time = "2026-02-09T12:56:13.33Z" },
+    { url = "https://files.pythonhosted.org/packages/82/a4/c1523f7c9e47b2271dbf8c2a097e7a1f89ef0d66f5840bb59b7e8814157b/coverage-7.13.4-cp310-cp310-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:e24f9156097ff9dc286f2f913df3a7f63c0e333dcafa3c196f2c18b4175ca09a", size = 246425, upload-time = "2026-02-09T12:56:14.552Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/02/aa7ec01d1a5023c4b680ab7257f9bfde9defe8fdddfe40be096ac19e8177/coverage-7.13.4-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:8041b6c5bfdc03257666e9881d33b1abc88daccaf73f7b6340fb7946655cd10f", size = 248229, upload-time = "2026-02-09T12:56:16.31Z" },
+    { url = "https://files.pythonhosted.org/packages/35/98/85aba0aed5126d896162087ef3f0e789a225697245256fc6181b95f47207/coverage-7.13.4-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2a09cfa6a5862bc2fc6ca7c3def5b2926194a56b8ab78ffcf617d28911123012", size = 250106, upload-time = "2026-02-09T12:56:18.024Z" },
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