diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 2f2eaa1..383fe11 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -13,7 +13,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ["3.8"]
+        python-version: ["3.10"]
 
     timeout-minutes: 30
 
diff --git a/.github/workflows/linting.yml b/.github/workflows/linting.yml
index 9008814..7b6b75f 100644
--- a/.github/workflows/linting.yml
+++ b/.github/workflows/linting.yml
@@ -13,7 +13,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ["3.8"]
+        python-version: ["3.10"]
 
     timeout-minutes: 30
 
@@ -25,4 +25,5 @@ jobs:
     - name: Install dependencies
       run:  pip install tox
     - name: Code style check
-      run:  tox -e precommit
+      run: |
+        tox -e ruff-format,ruff-check
diff --git a/.github/workflows/python-publish.yml b/.github/workflows/pypi-publish.yml
similarity index 100%
rename from .github/workflows/python-publish.yml
rename to .github/workflows/pypi-publish.yml
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 8f11a02..f977b9f 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -13,7 +13,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ["3.8"]
+        python-version: ["3.10"]
 
     timeout-minutes: 30
 
@@ -25,8 +25,9 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install pytest pytest-cov pytest-randomly hypothesis-pytest
-        pip install -r requirements.txt
+        pip install pytest && pip install pytest-cov
+        pip install -e .
+        pip install -e ".[rasa]"
     - name: Unit tests and coverage
       run: |
         pytest -k "not gpt" \
@@ -36,7 +37,6 @@ jobs:
         --cov-report=xml \
         --cov-report=html \
         --cov-report=term \
-        --hypothesis-show-statistics
     - name: Upload coverage to Codecov
       uses: codecov/codecov-action@v3
       with:
diff --git a/.github/workflows/test_gpt.yml b/.github/workflows/test_gpt.yml
index f7af973..1c85c1a 100644
--- a/.github/workflows/test_gpt.yml
+++ b/.github/workflows/test_gpt.yml
@@ -9,7 +9,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest]
-        python-version: ["3.8"]
+        python-version: ["3.10"]
 
     timeout-minutes: 30
 
@@ -21,8 +21,8 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        pip install pytest pytest-cov pytest-randomly hypothesis-pytest
-        pip install -r requirements.txt
+        pip install pytest
+        pip install -e .
     - name: Unit tests and coverage
       run: |
         pytest test_gpt.py \
@@ -32,7 +32,6 @@ jobs:
         --cov-report=xml \
         --cov-report=html \
         --cov-report=term \
-        --hypothesis-show-statistics
       env:
         OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
     - name: Upload coverage to Codecov
diff --git a/CHANGES.md b/CHANGES.md
index 67fa048..85c4939 100644
--- a/CHANGES.md
+++ b/CHANGES.md
@@ -1,5 +1,12 @@
 # Change Log
 
+## 0.0.5 (2024-02-10)
+
+* Make Rasa an optional package.
+* Update OpenAI GPT models.
+* Update Python version.
+* Update building tools.
+
 ## 0.0.4 (2023-07-07)
 
 * Fix the grounding process of formulas.
diff --git a/Pipfile b/Pipfile
deleted file mode 100644
index 1b70f3c..0000000
--- a/Pipfile
+++ /dev/null
@@ -1,24 +0,0 @@
-[[source]]
-url = "https://pypi.org/simple"
-verify_ssl = true
-name = "pypi"
-
-[packages]
-
-[dev-packages]
-hypothesis = "*"
-mkdocs = "*"
-mknotebooks = "*"
-markdown-include = "*"
-mkdocs-material = "*"
-pre-commit = "*"
-pymdown-extensions = "*"
-pytest = "*"
-black = "==22.6.0"
-flake8 = "==4.0.1"
-isort = "==5.12.0"
-tox = "==3.25.1"
-pytest-cov = "*"
-
-[requires]
-python_version = "3.8"
diff --git a/Pipfile.lock b/Pipfile.lock
deleted file mode 100644
index b5a981e..0000000
--- a/Pipfile.lock
+++ /dev/null
@@ -1,1211 +0,0 @@
-{
-    "_meta": {
-        "hash": {
-            "sha256": "bb314edf7198aee30168145cf778e3e4407cc061ae6312af30751e53a30344c8"
-        },
-        "pipfile-spec": 6,
-        "requires": {
-            "python_version": "3.8"
-        },
-        "sources": [
-            {
-                "name": "pypi",
-                "url": "https://pypi.org/simple",
-                "verify_ssl": true
-            }
-        ]
-    },
-    "default": {},
-    "develop": {
-        "attrs": {
-            "hashes": [
-                "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04",
-                "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==23.1.0"
-        },
-        "beautifulsoup4": {
-            "hashes": [
-                "sha256:492bbc69dca35d12daac71c4db1bfff0c876c00ef4a2ffacce226d4638eb72da",
-                "sha256:bd2520ca0d9d7d12694a53d44ac482d181b4ec1888909b035a3dbf40d0f57d4a"
-            ],
-            "markers": "python_full_version >= '3.6.0'",
-            "version": "==4.12.2"
-        },
-        "black": {
-            "hashes": [
-                "sha256:074458dc2f6e0d3dab7928d4417bb6957bb834434516f21514138437accdbe90",
-                "sha256:187d96c5e713f441a5829e77120c269b6514418f4513a390b0499b0987f2ff1c",
-                "sha256:2ea29072e954a4d55a2ff58971b83365eba5d3d357352a07a7a4df0d95f51c78",
-                "sha256:4af5bc0e1f96be5ae9bd7aaec219c901a94d6caa2484c21983d043371c733fc4",
-                "sha256:560558527e52ce8afba936fcce93a7411ab40c7d5fe8c2463e279e843c0328ee",
-                "sha256:568ac3c465b1c8b34b61cd7a4e349e93f91abf0f9371eda1cf87194663ab684e",
-                "sha256:6797f58943fceb1c461fb572edbe828d811e719c24e03375fd25170ada53825e",
-                "sha256:6c1734ab264b8f7929cef8ae5f900b85d579e6cbfde09d7387da8f04771b51c6",
-                "sha256:6c6d39e28aed379aec40da1c65434c77d75e65bb59a1e1c283de545fb4e7c6c9",
-                "sha256:7ba9be198ecca5031cd78745780d65a3f75a34b2ff9be5837045dce55db83d1c",
-                "sha256:94783f636bca89f11eb5d50437e8e17fbc6a929a628d82304c80fa9cd945f256",
-                "sha256:a218d7e5856f91d20f04e931b6f16d15356db1c846ee55f01bac297a705ca24f",
-                "sha256:a3db5b6409b96d9bd543323b23ef32a1a2b06416d525d27e0f67e74f1446c8f2",
-                "sha256:ac609cf8ef5e7115ddd07d85d988d074ed00e10fbc3445aee393e70164a2219c",
-                "sha256:b154e6bbde1e79ea3260c4b40c0b7b3109ffcdf7bc4ebf8859169a6af72cd70b",
-                "sha256:b270a168d69edb8b7ed32c193ef10fd27844e5c60852039599f9184460ce0807",
-                "sha256:b9fd45787ba8aa3f5e0a0a98920c1012c884622c6c920dbe98dbd05bc7c70fbf",
-                "sha256:c85928b9d5f83b23cee7d0efcb310172412fbf7cb9d9ce963bd67fd141781def",
-                "sha256:c9a3ac16efe9ec7d7381ddebcc022119794872abce99475345c5a61aa18c45ad",
-                "sha256:cfaf3895a9634e882bf9d2363fed5af8888802d670f58b279b0bece00e9a872d",
-                "sha256:e439798f819d49ba1c0bd9664427a05aab79bfba777a6db94fd4e56fae0cb849",
-                "sha256:f586c26118bc6e714ec58c09df0157fe2d9ee195c764f630eb0d8e7ccce72e69",
-                "sha256:f6fe02afde060bbeef044af7996f335fbe90b039ccf3f5eb8f16df8b20f77666"
-            ],
-            "index": "pypi",
-            "version": "==22.6.0"
-        },
-        "bleach": {
-            "hashes": [
-                "sha256:1a1a85c1595e07d8db14c5f09f09e6433502c51c595970edc090551f0db99414",
-                "sha256:33c16e3353dbd13028ab4799a0f89a83f113405c766e9c122df8a06f5b85b3f4"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==6.0.0"
-        },
-        "certifi": {
-            "hashes": [
-                "sha256:0f0d56dc5a6ad56fd4ba36484d6cc34451e1c6548c61daad8c320169f91eddc7",
-                "sha256:c6c2e98f5c7869efca1f8916fed228dd91539f9f1b444c314c06eef02980c716"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2023.5.7"
-        },
-        "cfgv": {
-            "hashes": [
-                "sha256:c6a0883f3917a037485059700b9e75da2464e6c27051014ad85ba6aaa5884426",
-                "sha256:f5a830efb9ce7a445376bb66ec94c638a9787422f96264c98edc6bdeed8ab736"
-            ],
-            "markers": "python_full_version >= '3.6.1'",
-            "version": "==3.3.1"
-        },
-        "charset-normalizer": {
-            "hashes": [
-                "sha256:04e57ab9fbf9607b77f7d057974694b4f6b142da9ed4a199859d9d4d5c63fe96",
-                "sha256:09393e1b2a9461950b1c9a45d5fd251dc7c6f228acab64da1c9c0165d9c7765c",
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-                "sha256:f87f746ee241d30d6ed93969de31e5ffd09a2961a051e60ae6bddde9ec3583aa"
-            ],
-            "markers": "python_full_version >= '3.7.0'",
-            "version": "==3.2.0"
-        },
-        "click": {
-            "hashes": [
-                "sha256:2739815aaa5d2c986a88f1e9230c55e17f0caad3d958a5e13ad0797c166db9e3",
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-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==8.1.4"
-        },
-        "colorama": {
-            "hashes": [
-                "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44",
-                "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5, 3.6'",
-            "version": "==0.4.6"
-        },
-        "coverage": {
-            "extras": [
-                "toml"
-            ],
-            "hashes": [
-                "sha256:06a9a2be0b5b576c3f18f1a241f0473575c4a26021b52b2a85263a00f034d51f",
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diff --git a/README.md b/README.md
index c77dc2d..a9f385c 100644
--- a/README.md
+++ b/README.md
@@ -14,6 +14,9 @@
 NL2LTL is an interface to translate natural language (NL) utterances to
 linear temporal logic (LTL) formulas.
 
+> 🏆 NL2LTL won the People's Choice Best System Demonstration Award Runner-Up in the ICAPS 2023 System Demonstration 
+> Track in Prague. Read more about it [here](https://icaps23.icaps-conference.org/demos/papers/6374_paper.pdf).
+
 ## Installation
 - from PyPI:
 ```bash
@@ -27,7 +30,7 @@ pip install git+https://github.com/IBM/nl2ltl.git
 ```bash
 git clone https://github.com/IBM/nl2ltl.git
 cd nl2ltl
-pip install .
+pip install -e .
 ```
 
 ## Quickstart
@@ -57,12 +60,12 @@ For instance, Rasa requires a `.tar.gz` format trained model in the
 `models/` folder to run. To train the model use the available NL2LTL `train(...)` API.
 
 ## NLU Engines
-- [x] [Rasa](https://rasa.com/) intents/entities classifier
 - [x] [GPT-3.x](https://openai.com/api/) large language models
 - [x] [GPT-4](https://openai.com/api/) large language model
+- [x] [Rasa](https://rasa.com/) intents/entities classifier (to use Rasa, please install it with `pip install -e ".[rasa]"`)
 - [ ] [Watson Assistant](https://www.ibm.com/products/watson-assistant) intents/entities classifier -- Planned
 
-To use GPT models you need to have an API KEY set as environment variable. To set it:
+To use GPT models you need to have the OPEN_API_KEY set as environment variable. To set it:
 ```bash
 export OPENAI_API_KEY=your_api_key
 ```
@@ -113,17 +116,15 @@ ltl_formulas = translate(utterance, engine=my_engine, filter=my_filter)
 ## Development
 
 Contributions are welcome! Here's how to set up the development environment:
-- install [Pipenv](https://pipenv-fork.readthedocs.io/en/latest/)
+- set up your preferred virtualenv environment
 - clone the repo: `git clone https://github.com/IBM/nl2ltl.git && cd nl2ltl`
-- install dev dependencies: `pipenv shell --python 3.8 && pipenv install --dev`
+- install dev dependencies: `pip install -e ".[dev]"`
 
 ## Tests
 
 To run tests: `tox`
 
-To run the code tests only: `tox -e py3.8`
-
-To run the code style checks only: `tox -e precommit`
+To run the code tests only: `tox -e py310`
 
 ## Docs
 
@@ -135,24 +136,23 @@ and then go to [http://localhost:8000](http://localhost:8000)
 ## Citing
 
 ```
-@inproceedings{aaai2023fc,
+@inproceedings{icaps2023fc,
   author       = {Francesco Fuggitti and  Tathagata Chakraborti},
   title        = {{NL2LTL} -- A Python Package for Converting Natural Language ({NL}) Instructions to Linear Temporal Logic ({LTL}) Formulas},
-  booktitle    = {{AAAI}},
+  booktitle    = {{ICAPS}},
   year         = {2023},
-  note         = {System Demonstration.},
+  note         = {Best System Demonstration Award Runner-Up.},
   url_code     = {https://github.com/IBM/nl2ltl},
 }
 ```
 and
 ```
-@inproceedings{icaps2023fc,
+@inproceedings{aaai2023fc,
   author       = {Francesco Fuggitti and  Tathagata Chakraborti},
   title        = {{NL2LTL} -- A Python Package for Converting Natural Language ({NL}) Instructions to Linear Temporal Logic ({LTL}) Formulas},
-  booktitle    = {{ICAPS}},
+  booktitle    = {{AAAI}},
   year         = {2023},
   note         = {System Demonstration.},
   url_code     = {https://github.com/IBM/nl2ltl},
 }
 ```
-
diff --git a/mkdocs.yml b/mkdocs.yml
index 48db829..06e1856 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -1,6 +1,6 @@
 site_name: NL2LTL
 repo_name: 'NL2LTL'
-repo_url: https://github.ibm.com/Francesco-Fuggitti/nl2ltl
+repo_url: https://github.com/IBM/nl2ltl
 
 nav:
 - Home: index.md
diff --git a/nl2ltl/__init__.py b/nl2ltl/__init__.py
index eac6686..8a0f830 100644
--- a/nl2ltl/__init__.py
+++ b/nl2ltl/__init__.py
@@ -1,7 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """From Natural Language to Linear-time Temporal Logic on Finite Traces."""
 
-__version__ = "0.0.4"
-
 from .core import translate  # noqa: F401
diff --git a/nl2ltl/core.py b/nl2ltl/core.py
index 07053fe..d7763eb 100644
--- a/nl2ltl/core.py
+++ b/nl2ltl/core.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """NL2LTLf core module."""
 from typing import Dict
 
@@ -17,11 +15,8 @@ def _call_translation_method(
     return method(utterance, filtering)
 
 
-def translate(
-    utterance: str, engine: Engine, filtering: Filter = None
-) -> Dict[Formula, float]:
-    """
-    From NL to LTLf.
+def translate(utterance: str, engine: Engine, filtering: Filter = None) -> Dict[Formula, float]:
+    """From NL to LTLf.
 
     :param utterance: the natural language utterance to translate.
     :param engine: the engine to use.
diff --git a/nl2ltl/declare/__init__.py b/nl2ltl/declare/__init__.py
index 03e9771..8da4533 100644
--- a/nl2ltl/declare/__init__.py
+++ b/nl2ltl/declare/__init__.py
@@ -1,3 +1 @@
-# -*- coding: utf-8 -*-
-
 """Implementation of DECLARE templates."""
diff --git a/nl2ltl/declare/base.py b/nl2ltl/declare/base.py
index 511a7c7..bc317be 100644
--- a/nl2ltl/declare/base.py
+++ b/nl2ltl/declare/base.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Base classes for declare templates."""
 
 from abc import abstractmethod
diff --git a/nl2ltl/declare/declare.py b/nl2ltl/declare/declare.py
index 4aacf71..6191eb8 100644
--- a/nl2ltl/declare/declare.py
+++ b/nl2ltl/declare/declare.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Classes for declare templates."""
 from pylogics.syntax.base import And, Formula, Implies, Not, Or, _BinaryOp, _UnaryOp
 from pylogics.syntax.ltl import Always, Eventually, Next, Until
@@ -120,16 +118,11 @@ def to_ltlf(self) -> Formula:
 
     def to_english(self) -> str:
         """English meaning."""
-        return (
-            f"Whenever  {self.operands[0]} happens,  {self.operands[1]} has to happen "
-            f"eventually afterward."
-        )
+        return f"Whenever  {self.operands[0]} happens,  {self.operands[1]} has to happen " f"eventually afterward."
 
     def to_ppltl(self) -> Formula:
         """Translate Response to PPLTL."""
-        return Not(
-            Since(Not(self.operands[1]), And(self.operands[0], Not(self.operands[1])))
-        )
+        return Not(Since(Not(self.operands[1]), And(self.operands[0], Not(self.operands[1]))))
 
 
 class Precedence(Template, _BinaryOp):
@@ -151,10 +144,7 @@ def to_ltlf(self) -> Formula:
 
     def to_english(self) -> str:
         """English meaning."""
-        return (
-            f"Whenever  {self.operands[1]} happens,  {self.operands[0]} has to have happened "
-            f"before it."
-        )
+        return f"Whenever  {self.operands[1]} happens,  {self.operands[0]} has to have happened " f"before it."
 
     def to_ppltl(self) -> Formula:
         """Translate Precedence to PPLTL."""
diff --git a/nl2ltl/declare/misc.py b/nl2ltl/declare/misc.py
index e17bda4..6ccc398 100644
--- a/nl2ltl/declare/misc.py
+++ b/nl2ltl/declare/misc.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Helper functions."""
 from typing import Sequence, Type
 
@@ -7,9 +5,7 @@
 from pylogics.syntax.ltl import Atomic
 
 
-def _enforce(
-    condition: bool, message: str = "", exception_cls: Type[Exception] = AssertionError
-):
+def _enforce(condition: bool, message: str = "", exception_cls: Type[Exception] = AssertionError):
     """User-defined assert."""
     if not condition:
         raise exception_cls(message)
diff --git a/nl2ltl/engines/__init__.py b/nl2ltl/engines/__init__.py
index 527a8f4..8c3de16 100644
--- a/nl2ltl/engines/__init__.py
+++ b/nl2ltl/engines/__init__.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Engines for nl2ltl."""
 
 from nl2ltl.engines.base import Engine  # noqa: F401
diff --git a/nl2ltl/engines/base.py b/nl2ltl/engines/base.py
index 9b63def..8991cbc 100644
--- a/nl2ltl/engines/base.py
+++ b/nl2ltl/engines/base.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Abstract definition of a engine."""
 from abc import ABC, ABCMeta
 from typing import Dict
@@ -13,8 +11,6 @@
 class _MetaEngine(ABCMeta):
     """Metaclass for rasa."""
 
-    # TODO: Do some Engine validation here? e.g., we may want to check whether certain parameters are present
-
     def __new__(mcs, *args, **kwargs):
         """Instantiate a new class."""
         return super().__new__(mcs, *args, **kwargs)
@@ -26,15 +22,10 @@ class Engine(ABC, metaclass=_MetaEngine):
     @classmethod
     def __not_supported_error(cls, operation: str) -> Exception:
         """Raise a not supported error."""
-        return NotImplementedEngineFunction(
-            f"operation '{operation}' is not supported by the '{cls.__name__}' engine"
-        )
+        return NotImplementedEngineFunction(f"operation '{operation}' is not supported by the '{cls.__name__}' engine")
 
-    def translate(
-        self, utterance: str, filtering: Filter = None
-    ) -> Dict[Formula, float]:
-        """
-        Transform a Natural Language utterance into an LTLf formula.
+    def translate(self, utterance: str, filtering: Filter = None) -> Dict[Formula, float]:
+        """Transform a Natural Language utterance into an LTLf formula.
 
         :param utterance: a Natural Language utterance
         :param filtering: a custom filtering algorithm
diff --git a/nl2ltl/engines/gpt/__init__.py b/nl2ltl/engines/gpt/__init__.py
index 47329bf..38cb579 100644
--- a/nl2ltl/engines/gpt/__init__.py
+++ b/nl2ltl/engines/gpt/__init__.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Implementation of the GPT engine."""
 
 import inspect
diff --git a/nl2ltl/engines/gpt/core.py b/nl2ltl/engines/gpt/core.py
index 2399d70..4cce8d0 100644
--- a/nl2ltl/engines/gpt/core.py
+++ b/nl2ltl/engines/gpt/core.py
@@ -1,7 +1,4 @@
-# -*- coding: utf-8 -*-
-
-"""
-Implementation of the GPT engine.
+"""Implementation of the GPT engine.
 
 Website:
 
@@ -31,9 +28,8 @@
 class Models(Enum):
     """The set of available GPT language models."""
 
-    DAVINCI2 = "text-davinci-002"
-    DAVINCI3 = "text-davinci-003"
-    GPT35 = "gpt-3.5-turbo"
+    GPT35_INSTRUCT = "gpt-3.5-turbo-instruct"
+    GPT35_TURBO = "gpt-3.5-turbo"
     GPT4 = "gpt-4"
 
 
@@ -55,7 +51,7 @@ class GPTEngine(Engine):
 
     def __init__(
         self,
-        model: str = Models.GPT4.value,
+        model: str = Models.GPT35_TURBO.value,
         prompt: Path = PROMPT_PATH,
         operation_mode: str = OperationModes.CHAT.value,
         temperature: float = 0.5,
@@ -69,7 +65,7 @@ def __init__(
         self._check_consistency()
 
     def _load_prompt(self, prompt):
-        return json.load(open(prompt, "r"))["prompt"]
+        return json.load(open(prompt))["prompt"]
 
     def _check_consistency(self) -> None:
         """Run consistency checks."""
@@ -79,30 +75,26 @@ def _check_consistency(self) -> None:
 
     def __check_openai_version(self):
         """Check that the GPT tool is at the right version."""
-        is_right_version = openai.__version__ == "0.27.8"
+        is_right_version = openai.__version__ == "1.12.0"
         if not is_right_version:
             raise Exception(
-                "OpenAI needs to be at version 0.27.8. "
+                "OpenAI needs to be at version 1.12.0. "
                 "Please install it manually using:"
                 "\n"
-                "pip install openai==0.27.8"
+                "pip install openai==1.12.0"
             )
 
     def __check_model_support(self):
         """Check if the model is a supported model."""
         is_supported = self.model in SUPPORTED_MODELS
         if not is_supported:
-            raise Exception(
-                f"The LLM model {self.model} is not currently supported by nl2ltl."
-            )
+            raise Exception(f"The LLM model {self.model} is not currently supported by nl2ltl.")
 
     def __check_operation_mode(self):
         """Check if the operation mode is a supported mode."""
         is_supported = self.operation_mode in SUPPORTED_MODES
         if not is_supported:
-            raise Exception(
-                f"The operation mode {self.operation_mode} is not currently supported by nl2ltl."
-            )
+            raise Exception(f"The operation mode {self.operation_mode} is not currently supported by nl2ltl.")
 
     @property
     def model(self) -> str:
@@ -124,9 +116,7 @@ def temperature(self) -> float:
         """Get the GPT temperature."""
         return self._temperature
 
-    def translate(
-        self, utterance: str, filtering: Filter = None
-    ) -> Dict[Formula, float]:
+    def translate(self, utterance: str, filtering: Filter = None) -> Dict[Formula, float]:
         """From NL to best matching LTL formulas with confidence."""
         return _process_utterance(
             utterance,
@@ -146,8 +136,7 @@ def _process_utterance(
     temperature: float,
     filtering: Filter,
 ) -> Dict[Formula, float]:
-    """
-    Process NL utterance.
+    """Process NL utterance.
 
     :param utterance: the natural language utterance
     :param model: the GPT model
@@ -160,7 +149,7 @@ def _process_utterance(
     query = f"NL: {utterance}\n"
     messages = [{"role": "user", "content": prompt + query}]
     if operation_mode == OperationModes.CHAT.value:
-        prediction = openai.ChatCompletion.create(
+        prediction = openai.chat.completions.create(
             model=model,
             messages=messages,
             temperature=temperature,
@@ -171,7 +160,7 @@ def _process_utterance(
             stop=["\n\n"],
         )
     else:
-        prediction = openai.Completion.create(
+        prediction = openai.completions.create(
             model=model,
             prompt=messages[0]["content"],
             temperature=temperature,
diff --git a/nl2ltl/engines/gpt/output.py b/nl2ltl/engines/gpt/output.py
index a2be882..5377933 100644
--- a/nl2ltl/engines/gpt/output.py
+++ b/nl2ltl/engines/gpt/output.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Parse GPT output to produce Dict[Formula, Float] result."""
 import re
 from dataclasses import dataclass
@@ -63,26 +61,19 @@ def entities(self) -> Tuple[str]:
             return tuple(
                 cast(
                     Match,
-                    re.search(
-                        "SYMBOLS: (.*)", self.output["choices"][0]["message"]["content"]
-                    ),
+                    re.search("SYMBOLS: (.*)", self.output["choices"][0]["message"]["content"]),
                 )
                 .group(1)
                 .split(", ")
             )
         else:
             return tuple(
-                cast(
-                    Match, re.search("SYMBOLS: (.*)", self.output["choices"][0]["text"])
-                )
-                .group(1)
-                .split(", ")
+                cast(Match, re.search("SYMBOLS: (.*)", self.output["choices"][0]["text"])).group(1).split(", ")
             )
 
 
 def parse_gpt_output(gpt_output: dict, operation_mode: str) -> GPTOutput:
-    """
-    Parse the GPT output.
+    """Parse the GPT output.
 
     :param gpt_output: the json description of the GPT prediction.
     :param operation_mode: the operation mode of the GPT engine.
@@ -95,11 +86,8 @@ def parse_gpt_output(gpt_output: dict, operation_mode: str) -> GPTOutput:
     return gpt_result
 
 
-def parse_gpt_result(
-    output: GPTOutput, filtering: Filter = None
-) -> Dict[Formula, float]:
-    """
-    Build a dict of formulas, given the GPTOutput object.
+def parse_gpt_result(output: GPTOutput, filtering: Filter = None) -> Dict[Formula, float]:
+    """Build a dict of formulas, given the GPTOutput object.
 
     :param output: a GPTOutput instance.
     :param filtering: a custom filtering function
diff --git a/nl2ltl/engines/grounding.py b/nl2ltl/engines/grounding.py
index 749c331..776e380 100644
--- a/nl2ltl/engines/grounding.py
+++ b/nl2ltl/engines/grounding.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Grounding visitor."""
 import logging
 from typing import Dict, Set
@@ -25,9 +23,7 @@ def ground_existence(connectors: Dict[str, float]) -> Set[Template]:
     if len(list(connectors)) > 0:
         return {Existence(Atomic(decapitalize(list(connectors)[0])))}
     else:
-        logging.warning(
-            "No valid matching, cannot instantiate Existence with < 1 connectors."
-        )
+        logging.warning("No valid matching, cannot instantiate Existence with < 1 connectors.")
         return set()
 
 
@@ -36,9 +32,7 @@ def ground_existencetwo(connectors: Dict[str, float]) -> Set[Template]:
     if len(list(connectors)) > 0:
         return {ExistenceTwo(Atomic(decapitalize(list(connectors)[0])))}
     else:
-        logging.warning(
-            "No valid matching, cannot instantiate ExistenceTwo with < 1 connectors."
-        )
+        logging.warning("No valid matching, cannot instantiate ExistenceTwo with < 1 connectors.")
         return set()
 
 
@@ -47,9 +41,7 @@ def ground_absence(connectors: Dict[str, float]) -> Set[Template]:
     if len(list(connectors)) > 0:
         return {Absence(Atomic(decapitalize(list(connectors)[0])))}
     else:
-        logging.warning(
-            "No valid matching, cannot instantiate Absence with < 1 connectors."
-        )
+        logging.warning("No valid matching, cannot instantiate Absence with < 1 connectors.")
         return set()
 
 
@@ -63,9 +55,7 @@ def ground_respondedexistence(connectors: Dict[str, float]) -> Set[Template]:
             )
         }
     else:
-        logging.warning(
-            "No valid matching, cannot instantiate RespondedExistence with < 2 connectors."
-        )
+        logging.warning("No valid matching, cannot instantiate RespondedExistence with < 2 connectors.")
         return set()
 
 
@@ -79,9 +69,7 @@ def ground_response(connectors: Dict[str, float]) -> Set[Template]:
             )
         }
     else:
-        logging.warning(
-            "No valid matching, cannot instantiate Response with < 2 connectors."
-        )
+        logging.warning("No valid matching, cannot instantiate Response with < 2 connectors.")
         return set()
 
 
@@ -95,9 +83,7 @@ def ground_precedence(connectors: Dict[str, float]) -> Set[Template]:
             )
         }
     else:
-        logging.warning(
-            "No valid matching, cannot instantiate Precedence with < 2 connectors."
-        )
+        logging.warning("No valid matching, cannot instantiate Precedence with < 2 connectors.")
         return set()
 
 
@@ -111,9 +97,7 @@ def ground_chainresponse(connectors: Dict[str, float]) -> Set[Template]:
             )
         }
     else:
-        logging.warning(
-            "No valid matching, cannot instantiate ChainResponse with < 2 connectors."
-        )
+        logging.warning("No valid matching, cannot instantiate ChainResponse with < 2 connectors.")
         return set()
 
 
@@ -127,7 +111,5 @@ def ground_notcoexistence(connectors: Dict[str, float]) -> Set[Template]:
             )
         }
     else:
-        logging.warning(
-            "No valid matching, cannot instantiate NotCoExistence with < 2 connectors."
-        )
+        logging.warning("No valid matching, cannot instantiate NotCoExistence with < 2 connectors.")
         return set()
diff --git a/nl2ltl/engines/rasa/__init__.py b/nl2ltl/engines/rasa/__init__.py
index 900d17a..1c1b16c 100644
--- a/nl2ltl/engines/rasa/__init__.py
+++ b/nl2ltl/engines/rasa/__init__.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Implementation of the RASA engine."""
 
 import inspect
diff --git a/nl2ltl/engines/rasa/core.py b/nl2ltl/engines/rasa/core.py
index b6a83f5..33c7ac0 100644
--- a/nl2ltl/engines/rasa/core.py
+++ b/nl2ltl/engines/rasa/core.py
@@ -1,7 +1,4 @@
-# -*- coding: utf-8 -*-
-
-"""
-Implementation of the RASA engine.
+"""Implementation of the RASA engine.
 
 Repository:
 
@@ -13,9 +10,15 @@
 from pathlib import Path
 from typing import Dict
 
-import rasa
 from pylogics.syntax.base import Formula
-from rasa.core.agent import Agent
+
+from nl2ltl.helpers import requires_optional
+
+try:
+    import rasa
+    from rasa.core.agent import Agent
+except ImportError:
+    rasa = Agent = None
 
 from nl2ltl.engines.base import Engine
 from nl2ltl.engines.rasa import ENGINE_ROOT
@@ -31,6 +34,7 @@
 MODEL_OUTPUT_PATH = engine_root / "models"
 
 
+@requires_optional
 class RasaEngine(Engine):
     """The RASA engine."""
 
@@ -65,13 +69,13 @@ def __check_rasa_available(self):
 
     def __check_rasa_version(self):
         """Check that the Rasa tool is at the right version."""
-        is_right_version = rasa.__version__ == "3.5.11"
+        is_right_version = rasa.__version__ == "3.6.16"
         if not is_right_version:
             raise Exception(
-                "Rasa needs to be at version 3.5.11. "
+                "Rasa needs to be at version 3.6.16. "
                 "Please install it manually using:"
                 "\n"
-                "pip install rasa==3.5.11"
+                "pip install rasa==3.6.16"
             )
 
     @staticmethod
@@ -90,18 +94,13 @@ def train(
         )
         return Path(result.model)
 
-    def translate(
-        self, utterance: str, filtering: Filter = None
-    ) -> Dict[Formula, float]:
+    def translate(self, utterance: str, filtering: Filter = None) -> Dict[Formula, float]:
         """From NL to best matching LTL formulas with confidence."""
         return _process_utterance(utterance, self.agent, filtering)
 
 
-def _process_utterance(
-    utterance: str, rasa_agent: Agent, filtering: Filter
-) -> Dict[Formula, float]:
-    """
-    Process NL utterance.
+def _process_utterance(utterance: str, rasa_agent: Agent, filtering: Filter) -> Dict[Formula, float]:
+    """Process NL utterance.
 
     :param utterance: the natural language utterance
     :return: a dict with matching formulas and confidence
diff --git a/nl2ltl/engines/rasa/helpers.py b/nl2ltl/engines/rasa/helpers.py
index 96c1df5..27669a5 100644
--- a/nl2ltl/engines/rasa/helpers.py
+++ b/nl2ltl/engines/rasa/helpers.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """This module contains utilities to call the Lydia tool from Python."""
 import glob
 import os
diff --git a/nl2ltl/engines/rasa/output.py b/nl2ltl/engines/rasa/output.py
index 1395082..d4135c6 100644
--- a/nl2ltl/engines/rasa/output.py
+++ b/nl2ltl/engines/rasa/output.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Parse Rasa output to produce Dict[Formula, Float] result."""
 from dataclasses import dataclass
 from typing import Any, Dict
@@ -59,8 +57,7 @@ def intent_ranking(self) -> Dict[str, float]:
 
 
 def parse_rasa_output(rasa_output: dict) -> RasaOutput:
-    """
-    Parse the Rasa output.
+    """Parse the Rasa output.
 
     :param rasa_output: the json description of the RASA prediction.
     :return: a RasaOutput instance.
@@ -74,11 +71,8 @@ def parse_rasa_output(rasa_output: dict) -> RasaOutput:
     return rasa_result
 
 
-def parse_rasa_result(
-    output: RasaOutput, filtering: Filter = None
-) -> Dict[Formula, float]:
-    """
-    Build a dict of formulas, given the RasaOutput object.
+def parse_rasa_result(output: RasaOutput, filtering: Filter = None) -> Dict[Formula, float]:
+    """Build a dict of formulas, given the RasaOutput object.
 
     :param output: a RasaOutput instance.
     :param filtering: a custom filtering function
diff --git a/nl2ltl/engines/utils.py b/nl2ltl/engines/utils.py
index 33c45ef..e2fb4bb 100644
--- a/nl2ltl/engines/utils.py
+++ b/nl2ltl/engines/utils.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Engines utils."""
 import difflib
 from typing import Callable, Dict, Set, Union
@@ -14,14 +12,10 @@ def _get_formulas(name: str, args: Dict[str, float]) -> Set[Formula]:
     import nl2ltl.declare.declare
     import nl2ltl.engines.grounding
 
-    class_name_match = difflib.get_close_matches(
-        name, [x.value for x in TemplateEnum], n=1
-    )
+    class_name_match = difflib.get_close_matches(name, [x.value for x in TemplateEnum], n=1)
     grounding_map: Dict[str, Callable] = {}
     for c_name in TemplateEnum:
-        grounding_map[c_name.value] = getattr(
-            nl2ltl.engines.grounding, f"ground_{c_name.value.lower()}"
-        )
+        grounding_map[c_name.value] = getattr(nl2ltl.engines.grounding, f"ground_{c_name.value.lower()}")
 
     grounding_func: Callable = grounding_map[str(class_name_match[0])]
     grounded_formulas: Set[Formula] = grounding_func(args)
@@ -32,14 +26,13 @@ def pretty(result: Dict[Formula, float]):
     """Pretty print Rasa output."""
     print("=" * 150)
     for k, v in result.items():
-        print(f"Declare Template: {str(k)}", end="\n")
+        print(f"Declare Template: {k!s}", end="\n")
         print(f"English meaning:  {k.to_english()}", end="\n")
-        print(f"Confidence:       {str(v)}", end="\n\n")
+        print(f"Confidence:       {v!s}", end="\n\n")
 
 
 def check_(condition: bool, message: str = "") -> None:
-    """
-    User-defined assert.
+    """User-defined assert.
 
     This function is useful to avoid the use of the built-in assert statement, which is removed
         when the code is compiled in optimized mode. For more information, see
diff --git a/nl2ltl/exceptions.py b/nl2ltl/exceptions.py
index 579f876..9665828 100644
--- a/nl2ltl/exceptions.py
+++ b/nl2ltl/exceptions.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """This module implements the library exceptions."""
 
 
diff --git a/nl2ltl/filters/__init__.py b/nl2ltl/filters/__init__.py
index cfa2710..3906065 100644
--- a/nl2ltl/filters/__init__.py
+++ b/nl2ltl/filters/__init__.py
@@ -1,3 +1 @@
-# -*- coding: utf-8 -*-
-
 """Implementation of Filters."""
diff --git a/nl2ltl/filters/base.py b/nl2ltl/filters/base.py
index c25c31a..078c26b 100644
--- a/nl2ltl/filters/base.py
+++ b/nl2ltl/filters/base.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Base classes for filters."""
 
 from abc import ABC, abstractmethod
@@ -14,8 +12,6 @@ class Filter(ABC):
     NAME: str
 
     @abstractmethod
-    def enforce(
-        self, output: Dict[Formula, float], entities: Dict[str, float], **kwargs
-    ) -> Dict[Formula, float]:
+    def enforce(self, output: Dict[Formula, float], entities: Dict[str, float], **kwargs) -> Dict[Formula, float]:
         """Enforce filters on output."""
         raise NotImplementedError("Filters must implement this method.")
diff --git a/nl2ltl/filters/simple_filters.py b/nl2ltl/filters/simple_filters.py
index c647321..506b40d 100644
--- a/nl2ltl/filters/simple_filters.py
+++ b/nl2ltl/filters/simple_filters.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Greedy filter class."""
 from typing import Dict
 
@@ -16,11 +14,8 @@ class BasicFilter(Filter):
     NAME = "basic"
 
     @staticmethod
-    def enforce(
-        output: Dict[Formula, float], entities: Dict[str, float], **kwargs
-    ) -> Dict[Formula, float]:
-        """
-        Enforce conflicts and subsumptions to output formulas.
+    def enforce(output: Dict[Formula, float], entities: Dict[str, float], **kwargs) -> Dict[Formula, float]:
+        """Enforce conflicts and subsumptions to output formulas.
 
         Algorithm:
         - scan the output
@@ -35,11 +30,8 @@ class GreedyFilter(Filter):
     NAME = "greedy"
 
     @staticmethod
-    def enforce(
-        output: Dict[Formula, float], entities: Dict[str, float], **kwargs
-    ) -> Dict[Formula, float]:
-        """
-        Enforce conflicts and subsumptions to output formulas.
+    def enforce(output: Dict[Formula, float], entities: Dict[str, float], **kwargs) -> Dict[Formula, float]:
+        """Enforce conflicts and subsumptions to output formulas.
 
         Algorithm:
         - empty set of formulas
diff --git a/nl2ltl/filters/utils/__init__.py b/nl2ltl/filters/utils/__init__.py
index 245da47..d132082 100644
--- a/nl2ltl/filters/utils/__init__.py
+++ b/nl2ltl/filters/utils/__init__.py
@@ -1,3 +1 @@
-# -*- coding: utf-8 -*-
-
 """Utils modules."""
diff --git a/nl2ltl/filters/utils/conflicts.py b/nl2ltl/filters/utils/conflicts.py
index 88740d9..7b0e750 100644
--- a/nl2ltl/filters/utils/conflicts.py
+++ b/nl2ltl/filters/utils/conflicts.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Conflicts visitor."""
 from functools import singledispatch
 from typing import Set
diff --git a/nl2ltl/filters/utils/subsumptions.py b/nl2ltl/filters/utils/subsumptions.py
index aeefa83..e27b6f1 100644
--- a/nl2ltl/filters/utils/subsumptions.py
+++ b/nl2ltl/filters/utils/subsumptions.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Subsumptions visitor."""
 from functools import singledispatch
 from typing import Set
@@ -22,9 +20,7 @@
 @singledispatch
 def subsumptions(formula: Formula) -> Set[Template]:
     """Compute subsumptions for a Formula."""
-    raise NotImplementedError(
-        "subsumption handler not implemented for formula %s" % type(formula)
-    )
+    raise NotImplementedError("subsumption handler not implemented for formula %s" % type(formula))
 
 
 @subsumptions.register
diff --git a/nl2ltl/helpers.py b/nl2ltl/helpers.py
new file mode 100644
index 0000000..074f42d
--- /dev/null
+++ b/nl2ltl/helpers.py
@@ -0,0 +1,13 @@
+"""This module implements the library exceptions."""
+import functools
+import sys
+
+
+def requires_optional(cls):
+    @functools.wraps(cls)
+    def wrapper_decor(*args, **kwargs):
+        if "rasa" not in sys.modules:
+            raise ModuleNotFoundError(f"Rasa is required to instantiate {cls.__name__}")
+        return cls(*args, **kwargs)
+
+    return wrapper_decor
diff --git a/pyproject.toml b/pyproject.toml
index 4043ad7..05f2528 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,5 +1,116 @@
+[project]
+name = "nl2ltl"
+version = "0.0.5"
+license = {file = "LICENSE"}
+authors = [
+    { name = "Francesco Fuggitti", email = "francesco.fuggitti@gmail.com" },
+    { name = "Tathagata Chakraborti", email = "tchakra2@ibm.com" },
+]
+description = "Natural Language (NL) to Linear Temporal Logic (LTL)"
+readme = "README.md"
+requires-python = ">=3.8,<3.11"
+
+keywords = [
+    "natural language processing",
+    "linear temporal logics",
+    "generative ai",
+    "large language models",
+    "process automation",
+    "conversational agents",
+]
+
+classifiers = [
+    "Development Status :: 2 - Pre-Alpha",
+    "Intended Audience :: Developers",
+    "Intended Audience :: Science/Research",
+    "Natural Language :: English",
+    "License :: OSI Approved :: MIT License",
+    "Operating System :: OS Independent",
+    "Programming Language :: Python :: 3.10",
+    "Topic :: Scientific/Engineering :: Artificial Intelligence",
+    "Topic :: Scientific/Engineering :: Human Machine Interfaces",
+    "Topic :: Scientific/Engineering :: Information Analysis",
+]
+
+dependencies = [
+    "pylogics",
+    "openai"
+]
+
+[project.optional-dependencies]
+rasa = ["rasa==3.6.16"]
+dev = [
+    "codecov",
+    "mkdocs",
+    "markdown-include",
+    "pre-commit",
+    "pytest",
+    "pytest-cov",
+    "ruff",
+    "tox==3.27.1"
+]
+
+[project.urls]
+Repository = "https://github.com/IBM/nl2ltl"
+Issues = "https://github.com/IBM/nl2ltl/issues"
+
 [build-system]
-requires = [
-    "setuptools",
-    "wheel"
-]
\ No newline at end of file
+requires = ["setuptools"]
+build-backend = "setuptools.build_meta"
+
+[tool.setuptools]
+include-package-data = true
+
+[tool.setuptools.packages.find]
+include = ["nl2ltl*"]
+
+[tool.ruff]
+exclude = [
+    ".bzr",
+    ".direnv",
+    ".eggs",
+    ".git",
+    ".git-rewrite",
+    ".hg",
+    ".ipynb_checkpoints",
+    ".mypy_cache",
+    ".nox",
+    ".pants.d",
+    ".pyenv",
+    ".pytest_cache",
+    ".pytype",
+    ".ruff_cache",
+    ".svn",
+    ".tox",
+    ".venv",
+    ".vscode",
+    "__pypackages__",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "node_modules",
+    "site-packages",
+    "venv",
+]
+line-length = 120
+indent-width = 4
+target-version = "py38"
+include = ["nl2ltl/**/*.py", "tests/**/*.py"]
+
+[tool.ruff.lint]
+select = [
+    # Pyflakes
+    "F",
+    # Pycodestyle
+    "E",
+    "W",
+    # isort
+    "I001"
+]
+
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
+skip-magic-trailing-comma = false
+line-ending = "auto"
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 1031c34..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-pylogics==0.2.1
-rasa==3.5.11
-openai==0.27.8
diff --git a/setup.cfg b/setup.cfg
deleted file mode 100644
index 54caad7..0000000
--- a/setup.cfg
+++ /dev/null
@@ -1,77 +0,0 @@
-[metadata]
-name=nl2ltl
-author=Tathagata Chakraborti, Francesco Fuggitti
-author_email=tathagata.chakraborti1@ibm.com, francesco.fuggitti@ibm.com
-version = attr: nl2ltl.__version__
-description = From Natural Language to Linear-time Temporal Logic
-long_description = file: README.md, LICENSE
-long_description_content_type = text/markdown
-keywords = natural language nlu ltl temporal logic
-license = MIT
-license_files = LICENSE
-classifiers =
-    Intended Audience :: Science/Research
-    Environment :: Console
-    Environment :: Web Environment
-    Development Status :: 2 - Pre-Alpha
-    License :: OSI Approved :: MIT License
-    Natural Language :: English
-    Operating System :: MacOS
-    Operating System :: Unix
-    Programming Language :: Python :: 3
-    Programming Language :: Python :: 3.8
-    Topic :: Scientific/Engineering :: Artificial Intelligence
-    Topic :: Software Development
-
-
-[option.project_urls]
-"Source": "https://github.com/IBM/nl2ltl"
-
-[options]
-zip_safe = False
-include_package_data = True
-packages = find:
-scripts =
-install_requires =
-    rasa
-    openai
-    pylogics
-
-python_requires= >=3.8
-
-[options.package_data]
-* = *.txt, *.md
-
-[options.packages.find]
-include =
-    nl2ltl*
-exclude =
-
-[bdist_wheel]
-universal = 1
-
-[aliases]
-test = pytest
-
-[flake8]
-ignore = W503
-exclude =
-    .tox,
-    .git,
-    __pycache__,
-    build,
-    dist,
-    tests/fixtures/*,
-    *.md,
-    *.pyc,
-    *.egg-info,
-    .cache,
-    .eggs,
-    nl2ltl/__init__.py,
-    scripts/whitelist.py
-max-complexity = 10
-max-line-length = 120
-
-[mypy]
-python_version = 3.8
-strict_optional = True
diff --git a/setup.py b/setup.py
deleted file mode 100644
index b3ffe82..0000000
--- a/setup.py
+++ /dev/null
@@ -1,8 +0,0 @@
-#!/usr/bin/env python3
-# -*- coding: utf-8 -*-
-
-"""The setup script."""
-from setuptools import find_packages, setup  # noqa: F401
-
-if __name__ == "__main__":
-    setup()
diff --git a/tests/__init__.py b/tests/__init__.py
index 88ba6ed..ca78990 100644
--- a/tests/__init__.py
+++ b/tests/__init__.py
@@ -1,3 +1 @@
-# -*- coding: utf-8 -*-
-
 """Test for the nl2ltl project."""
diff --git a/tests/conftest.py b/tests/conftest.py
index 108519c..0e2ff51 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,11 +1,7 @@
-# -*- coding: utf-8 -*-
-
 """The conftest.py module for pytest."""
 import inspect
 from pathlib import Path
 
-import pytest
-
 import nl2ltl
 
 _current_filepath = inspect.getframeinfo(inspect.currentframe()).filename  # type: ignore
diff --git a/tests/test_gpt.py b/tests/test_gpt.py
index cbbd8fa..643bfa6 100644
--- a/tests/test_gpt.py
+++ b/tests/test_gpt.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Tests for GPT engine."""
 from typing import Dict
 
@@ -17,10 +15,10 @@ class TestGPT:
 
     @classmethod
     def setup_class(cls):
-        """setup any state specific to the execution of the given class (which
+        """Setup any state specific to the execution of the given class (which
         usually contains tests).
         """
-        cls.gpt_engine = GPTEngine(model=Models.DAVINCI3.value)
+        cls.gpt_engine = GPTEngine(model=Models.GPT35_INSTRUCT.value)
         cls.basic_filter = BasicFilter()
         cls.greedy_filter = GreedyFilter()
 
diff --git a/tests/test_rasa.py b/tests/test_rasa.py
index af6ab2f..9cd4dd7 100644
--- a/tests/test_rasa.py
+++ b/tests/test_rasa.py
@@ -1,5 +1,3 @@
-# -*- coding: utf-8 -*-
-
 """Tests for Rasa engine."""
 from typing import Dict
 
@@ -17,7 +15,7 @@ class TestRasa:
 
     @classmethod
     def setup_class(cls):
-        """setup any state specific to the execution of the given class (which
+        """Setup any state specific to the execution of the given class (which
         usually contains tests).
         """
         cls.rasa_engine = RasaEngine()
diff --git a/tox.ini b/tox.ini
index d76fa15..7c3febc 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,8 +1,6 @@
 [tox]
-envlist = precommit, docs, py3{8}
-labels =
-	code = py3{8}
-	meta = precommit, docs
+isolated_build = True
+envlist = py3{10}, ruff-format, ruff-check, docs
 
 [testenv]
 allowlist_externals = pytest
@@ -14,25 +12,41 @@ deps =
     pytest
     pytest-cov
     pytest-randomly
-    hypothesis-pytest
+extras =
+    rasa
 commands =
-	pytest --basetemp={envtmpdir} --doctest-modules \
-	{posargs:nl2ltl tests} \
+	pytest --basetemp={envtmpdir} \
+    --doctest-modules \
+    {posargs:nl2ltl tests} \
 	--cov=nl2ltl \
 	--cov-report=xml \
 	--cov-report=html \
 	--cov-report=term
-    --hypothesis-show-statistics
 
-[testenv:py{38}]
+[testenv:py3{10}]
 commands =
 	{[testenv]commands}
 deps =
 
-[testenv:precommit]
-skip_install = true
-deps = pre-commit
-commands = pre-commit run --all-files --show-diff-on-failure
+[testenv:ruff-check]
+skip_install = True
+deps = ruff==0.1.9
+commands = ruff check .
+
+[testenv:ruff-check-apply]
+skip_install = True
+deps = ruff==0.1.9r
+commands = ruff check --fix --show-fixes .
+
+[testenv:ruff-format]
+skip_install = True
+deps = ruff==0.1.9
+commands = ruff format --diff .
+
+[testenv:ruff-format-apply]
+skip_install = True
+deps = ruff==0.1.9
+commands = ruff format .
 
 [testenv:docs]
 skip_install = True