diff --git a/docs/fundamentals/embedding.ipynb b/docs/fundamentals/embedding.ipynb
index f861d2d51..563decc0d 100644
--- a/docs/fundamentals/embedding.ipynb
+++ b/docs/fundamentals/embedding.ipynb
@@ -346,18 +346,7 @@
    "id": "27",
    "metadata": {},
    "outputs": [],
-   "source": [
-    "n=6\n",
-    "graph_2 = DataGraph.circle(n)\n",
-    "for i,e in enumerate(graph_2.edge_weights):\n",
-    "    graph_2.edge_weights[e]= np.random.rand()\n",
-    "\n",
-    "embedded_graph_2 = embedder.embed(graph_2)\n",
-    "\n",
-    "fig, axs = plt.subplots(1, 2)\n",
-    "graph_2.draw(ax=axs[0])\n",
-    "embedded_graph_2.draw(ax=axs[1])"
-   ]
+   "source": "n=6\ngraph_2 = DataGraph.circle(n)\nfor e in graph_2.edge_weights:\n    graph_2.edge_weights[e]= np.random.rand()\n\nembedded_graph_2 = embedder.embed(graph_2)\n\nfig, axs = plt.subplots(1, 2)\ngraph_2.draw(ax=axs[0])\nembedded_graph_2.draw(ax=axs[1])"
   },
   {
    "cell_type": "markdown",
diff --git a/pyproject.toml b/pyproject.toml
index cc025fb0c..b6b959b8e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -107,10 +107,25 @@ exclude_also = [
 line-length = 100
 
 [tool.ruff.lint]
-select = ["E", "F", "I", "Q"]
+select = [
+    "E", # pycodestyle
+    "F", # Pyflakes
+    "Q", # flake8-quotes
+    "UP", # pyupgrade
+    "B", # flake8-bugbear
+    "SIM", # flake8-simplify
+    "I", # isort
+]
+ignore = [
+    "B905", # `zip()` without an explicit `strict=` parameter
+    "B008", # `np.random.default_rng` in argument defaults
+    "B018", # Found useless expression
+    "B024", # abstract base class with no abstract methods or properties
+    "B904", # raise exceptions with `raise ... from err` or `raise ... from None`
+    "SIM102", # Use a single `if` statement instead of nested `if` statements
+    "SIM211", # Use `not ...` instead of `False if ... else True`
+]
 isort.required-imports = ["from __future__ import annotations"]
-mccabe.max-complexity = 15
-flake8-quotes.docstring-quotes = "double"
 
 [tool.ruff.lint.per-file-ignores]
 "__init__.py" = ["F401", "F403"]
diff --git a/qoolqit/devices/device.py b/qoolqit/devices/device.py
index 0afe879b7..8529921e0 100644
--- a/qoolqit/devices/device.py
+++ b/qoolqit/devices/device.py
@@ -1,8 +1,8 @@
 from __future__ import annotations
 
 import math
+from collections.abc import Callable
 from dataclasses import replace
-from typing import Callable, Optional
 
 import pulser
 from pulser.backend.remote import RemoteConnection
@@ -62,7 +62,7 @@ class Device:
     def __init__(
         self,
         pulser_device: BaseDevice,
-        default_converter: Optional[UnitConverter] = None,
+        default_converter: UnitConverter | None = None,
     ) -> None:
 
         if not isinstance(pulser_device, BaseDevice):
diff --git a/qoolqit/embedding/algorithms/blade/_distances_constraints_calculator.py b/qoolqit/embedding/algorithms/blade/_distances_constraints_calculator.py
index 5bfda39d2..aff7e9268 100644
--- a/qoolqit/embedding/algorithms/blade/_distances_constraints_calculator.py
+++ b/qoolqit/embedding/algorithms/blade/_distances_constraints_calculator.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 import dataclasses
-from typing import Any, Optional
+from typing import Any
 
 import numpy as np
 
@@ -94,7 +94,7 @@ def __post_init__(self) -> None:
 
     def compute_scaling_min_max(
         self, positions: np.ndarray, step_cursor: float, draw_differences: bool = False
-    ) -> tuple[float, Optional[float], Optional[float]]:
+    ) -> tuple[float, float | None, float | None]:
         """Computes the scaling and the new minimum and maximum distances.
 
         Computes the best scaling factor on the positions and the new
diff --git a/qoolqit/embedding/algorithms/blade/_force.py b/qoolqit/embedding/algorithms/blade/_force.py
index 7b6cbe778..c57e3914c 100644
--- a/qoolqit/embedding/algorithms/blade/_force.py
+++ b/qoolqit/embedding/algorithms/blade/_force.py
@@ -92,7 +92,7 @@ def _fit_to_dims(self, a: np.ndarray) -> np.ndarray:
     def regulated(
         self,
         regulation_cursor: float = 0,
-    ) -> "Force":
+    ) -> Force:
         min_temperature = np.min(self.maximum_temperatures)
 
         if min_temperature != np.inf:
diff --git a/qoolqit/embedding/algorithms/blade/_helpers.py b/qoolqit/embedding/algorithms/blade/_helpers.py
index d77ad10ee..cd07324a7 100644
--- a/qoolqit/embedding/algorithms/blade/_helpers.py
+++ b/qoolqit/embedding/algorithms/blade/_helpers.py
@@ -9,7 +9,7 @@
 
 
 def _format_return(input: Value, ret: np.ndarray, *, format: FormatType) -> Value:
-    if isinstance(input, float) or isinstance(input, int):
+    if isinstance(input, (float, int)):
         return float(ret)
 
     if input.ndim == 1:
diff --git a/qoolqit/embedding/algorithms/blade/_qubo_mapper.py b/qoolqit/embedding/algorithms/blade/_qubo_mapper.py
index 53b531e39..f319468e8 100644
--- a/qoolqit/embedding/algorithms/blade/_qubo_mapper.py
+++ b/qoolqit/embedding/algorithms/blade/_qubo_mapper.py
@@ -1,11 +1,11 @@
 from __future__ import annotations
 
-from typing import Mapping, Sequence, Union
+from collections.abc import Mapping, Sequence
 
 import networkx as nx
 import numpy as np
 
-NodeId = Union[str, int]
+NodeId = str | int
 
 
 class Qubo:
diff --git a/qoolqit/embedding/algorithms/blade/blade.py b/qoolqit/embedding/algorithms/blade/blade.py
index 086e5b753..156c01d92 100644
--- a/qoolqit/embedding/algorithms/blade/blade.py
+++ b/qoolqit/embedding/algorithms/blade/blade.py
@@ -1,8 +1,9 @@
 from __future__ import annotations
 
 import logging
+from collections.abc import Callable
 from dataclasses import InitVar, dataclass
-from typing import Callable, Final
+from typing import Final
 
 import networkx as nx
 import numpy as np
diff --git a/qoolqit/embedding/algorithms/blade/drawing.py b/qoolqit/embedding/algorithms/blade/drawing.py
index bd2620df3..9dd43e766 100644
--- a/qoolqit/embedding/algorithms/blade/drawing.py
+++ b/qoolqit/embedding/algorithms/blade/drawing.py
@@ -23,7 +23,7 @@
 def eformat(f: Any) -> str:
     if 1 <= abs(f) < 1000:
         return f"{np.round(f, decimals=1)}"
-    elif 0.01 <= abs(f):
+    elif abs(f) >= 0.01:
         return f"{np.round(f, decimals=2)}"
     if f == 0:
         return "0"
diff --git a/qoolqit/embedding/base_embedder.py b/qoolqit/embedding/base_embedder.py
index 976378046..6fc810ee5 100644
--- a/qoolqit/embedding/base_embedder.py
+++ b/qoolqit/embedding/base_embedder.py
@@ -2,8 +2,9 @@
 
 import inspect
 from abc import ABC, abstractmethod
+from collections.abc import Callable
 from dataclasses import asdict, dataclass
-from typing import Callable, Generic, TypeVar
+from typing import Generic, TypeVar
 
 
 @dataclass
diff --git a/qoolqit/execution/sequence_compiler.py b/qoolqit/execution/sequence_compiler.py
index c8c3d4e38..fa7abbf9f 100644
--- a/qoolqit/execution/sequence_compiler.py
+++ b/qoolqit/execution/sequence_compiler.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import Callable
+from collections.abc import Callable
 
 from pulser.sequence.sequence import Sequence as PulserSequence
 
diff --git a/qoolqit/graphs/base_graph.py b/qoolqit/graphs/base_graph.py
index f5999ab2c..9d698602d 100644
--- a/qoolqit/graphs/base_graph.py
+++ b/qoolqit/graphs/base_graph.py
@@ -96,7 +96,7 @@ def from_nx(cls, g: nx.Graph) -> BaseGraph:
         num_edges = len(g.edges)
 
         # validate node attributes
-        for name, data in g.nodes.data():
+        for _name, data in g.nodes.data():
             unexpected_keys = set(data) - {"weight", "pos"}
             if unexpected_keys:
                 raise ValueError(f"{unexpected_keys} not allowed in node attributes.")
@@ -126,7 +126,7 @@ def from_nx(cls, g: nx.Graph) -> BaseGraph:
                     )
 
         # validate edge attributes
-        for u, v, data in g.edges.data():
+        for _u, _v, data in g.edges.data():
             unexpected_keys = set(data) - {"weight"}
             if unexpected_keys:
                 raise ValueError(f"{unexpected_keys} not allowed in edge attributes.")
diff --git a/qoolqit/graphs/utils.py b/qoolqit/graphs/utils.py
index 4f8d94a9c..5ab3234bc 100644
--- a/qoolqit/graphs/utils.py
+++ b/qoolqit/graphs/utils.py
@@ -1,9 +1,9 @@
 from __future__ import annotations
 
 import random
+from collections.abc import Iterable
 from itertools import product
 from math import dist, hypot
-from typing import Iterable
 
 import numpy as np
 
diff --git a/qoolqit/program.py b/qoolqit/program.py
index 4946dd613..e2d042066 100644
--- a/qoolqit/program.py
+++ b/qoolqit/program.py
@@ -36,7 +36,7 @@ def __init__(
             raise TypeError("`drive` must be of type Drive.")
         if drive.dmm is not None:
             dmm_weights = drive.dmm.weights
-            for qid in dmm_weights.keys():
+            for qid in dmm_weights:
                 if qid not in register.qubits:
                     raise ValueError(
                         "In this QuantumProgram, the drive's detuning modulator map (DMM) "
diff --git a/tests/conftest.py b/tests/conftest.py
index ac01e9b87..545bb72e4 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
+from collections.abc import Callable, Generator
 from random import uniform
-from typing import Callable, Generator
 
 import matplotlib
 
diff --git a/tests/test_compilation/test_default.py b/tests/test_compilation/test_default.py
index 61424c34d..21a675466 100644
--- a/tests/test_compilation/test_default.py
+++ b/tests/test_compilation/test_default.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from typing import Callable
+from collections.abc import Callable
 
 import numpy as np
 import pytest
diff --git a/tests/test_compilation/test_max_energy.py b/tests/test_compilation/test_max_energy.py
index 232f65652..9df600f3c 100644
--- a/tests/test_compilation/test_max_energy.py
+++ b/tests/test_compilation/test_max_energy.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from typing import Callable
+from collections.abc import Callable
 
 import numpy as np
 import pytest
diff --git a/tests/test_devices.py b/tests/test_devices.py
index 96aa39c99..2c953e095 100644
--- a/tests/test_devices.py
+++ b/tests/test_devices.py
@@ -74,9 +74,9 @@ def test_device_init_and_units(device: Device) -> None:
 
     device.reset_converter()
     TIME_NEW, ENERGY_NEW, DISTANCE_NEW = device.converter.factors
-    assert TIME_ORIG == pytest.approx(TIME_NEW)
-    assert ENERGY_ORIG == pytest.approx(ENERGY_NEW)
-    assert DISTANCE_ORIG == pytest.approx(DISTANCE_NEW)
+    assert pytest.approx(TIME_NEW) == TIME_ORIG
+    assert pytest.approx(ENERGY_NEW) == ENERGY_ORIG
+    assert pytest.approx(DISTANCE_NEW) == DISTANCE_ORIG
 
 
 def test_default_device_specs() -> None:
diff --git a/tests/test_program.py b/tests/test_program.py
index 46000088f..827018166 100644
--- a/tests/test_program.py
+++ b/tests/test_program.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-from typing import Callable
+from collections.abc import Callable
 
 import pytest
 from pulser.sequence import Sequence as PulserSequence