diff --git a/.github/workflows/matrix-publisher.yml b/.github/workflows/matrix-publisher.yml
index eae49bf0..44f14f4c 100644
--- a/.github/workflows/matrix-publisher.yml
+++ b/.github/workflows/matrix-publisher.yml
@@ -13,6 +13,7 @@ on:
   workflow_dispatch:
     inputs:
       dry_run:
+        type: choice
         description: Dry run mode
         required: true
         options:
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 67548a44..d68bad03 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -2,7 +2,7 @@ fail_fast: true
 exclude: ^(notebooks/|scripts/|.github/|docs/)
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.6.0
+    rev: v5.0.0
     hooks:
       - id: check-added-large-files
       - id: check-ast
@@ -31,13 +31,14 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/psf/black
+    # Latest version is just ugly and does the opposite of a linter
     rev: 22.3.0
     hooks:
         - id: black
           exclude: docs_gen/
 
   - repo: https://github.com/PyCQA/flake8
-    rev: 7.1.0
+    rev: 7.1.1
     hooks:
       - id: flake8
         additional_dependencies:
diff --git a/README.md b/README.md
index 5e015549..eb34d6c3 100644
--- a/README.md
+++ b/README.md
@@ -197,7 +197,7 @@ Licensed under the [MIT License][license]
 [wiki]: https://github.com/thevickypedia/Jarvis/wiki
 [release-notes]: https://github.com/thevickypedia/Jarvis/blob/master/release_notes.rst
 [gha_pages]: https://github.com/thevickypedia/Jarvis/actions/workflows/pages/pages-build-deployment
-[gha_pypi]: https://github.com/thevickypedia/Jarvis/actions/workflows/python-publish.yml
+[gha_pypi]: https://github.com/thevickypedia/Jarvis/actions/workflows/matrix-publisher.yml
 [gha_md_valid]: https://github.com/thevickypedia/Jarvis/actions/workflows/markdown.yml
 [webpage]: https://vigneshrao.com/
 [webpage_contact]: https://vigneshrao.com/contact
@@ -250,7 +250,7 @@ Licensed under the [MIT License][license]
 [label-stats-Make]: https://img.shields.io/github/search/thevickypedia/Jarvis/Makefile
 
 [label-actions-pages]: https://github.com/thevickypedia/Jarvis/actions/workflows/pages/pages-build-deployment/badge.svg
-[label-actions-pypi]: https://github.com/thevickypedia/Jarvis/actions/workflows/python-publish.yml/badge.svg
+[label-actions-pypi]: https://github.com/thevickypedia/Jarvis/actions/workflows/matrix-publisher.yml/badge.svg
 [label-actions-markdown]: https://github.com/thevickypedia/Jarvis/actions/workflows/markdown.yml/badge.svg
 
 [label-pypi]: https://img.shields.io/pypi/v/jarvis-ironman
diff --git a/docs/README.html b/docs/README.html
index 393a3526..c61d84c1 100644
--- a/docs/README.html
+++ b/docs/README.html
@@ -82,7 +82,7 @@ <h2 align="center">Voice-Activated Natural Language UI</h2><p><a class="referenc
 <img alt="Make" src="https://img.shields.io/github/search/thevickypedia/Jarvis/Makefile" /></p>
 <p><strong>Deployments</strong></p>
 <p><a class="reference external" href="https://github.com/thevickypedia/Jarvis/actions/workflows/pages/pages-build-deployment"><img alt="pages" src="https://github.com/thevickypedia/Jarvis/actions/workflows/pages/pages-build-deployment/badge.svg" /></a>
-<a class="reference external" href="https://github.com/thevickypedia/Jarvis/actions/workflows/python-publish.yml"><img alt="pypi" src="https://github.com/thevickypedia/Jarvis/actions/workflows/python-publish.yml/badge.svg" /></a>
+<a class="reference external" href="https://github.com/thevickypedia/Jarvis/actions/workflows/matrix-publisher.yml"><img alt="pypi" src="https://github.com/thevickypedia/Jarvis/actions/workflows/matrix-publisher.yml/badge.svg" /></a>
 <a class="reference external" href="https://github.com/thevickypedia/Jarvis/actions/workflows/markdown.yml"><img alt="markdown" src="https://github.com/thevickypedia/Jarvis/actions/workflows/markdown.yml/badge.svg" /></a></p>
 <p><a class="reference external" href="https://pypi.org/project/jarvis-ironman"><img alt="Pypi" src="https://img.shields.io/pypi/v/jarvis-ironman" /></a>
 <a class="reference external" href="https://pypi.org/project/jarvis-ironman/#files"><img alt="Pypi-format" src="https://img.shields.io/pypi/format/jarvis-ironman" /></a>
diff --git a/docs/README.md b/docs/README.md
index 5e015549..eb34d6c3 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -197,7 +197,7 @@ Licensed under the [MIT License][license]
 [wiki]: https://github.com/thevickypedia/Jarvis/wiki
 [release-notes]: https://github.com/thevickypedia/Jarvis/blob/master/release_notes.rst
 [gha_pages]: https://github.com/thevickypedia/Jarvis/actions/workflows/pages/pages-build-deployment
-[gha_pypi]: https://github.com/thevickypedia/Jarvis/actions/workflows/python-publish.yml
+[gha_pypi]: https://github.com/thevickypedia/Jarvis/actions/workflows/matrix-publisher.yml
 [gha_md_valid]: https://github.com/thevickypedia/Jarvis/actions/workflows/markdown.yml
 [webpage]: https://vigneshrao.com/
 [webpage_contact]: https://vigneshrao.com/contact
@@ -250,7 +250,7 @@ Licensed under the [MIT License][license]
 [label-stats-Make]: https://img.shields.io/github/search/thevickypedia/Jarvis/Makefile
 
 [label-actions-pages]: https://github.com/thevickypedia/Jarvis/actions/workflows/pages/pages-build-deployment/badge.svg
-[label-actions-pypi]: https://github.com/thevickypedia/Jarvis/actions/workflows/python-publish.yml/badge.svg
+[label-actions-pypi]: https://github.com/thevickypedia/Jarvis/actions/workflows/matrix-publisher.yml/badge.svg
 [label-actions-markdown]: https://github.com/thevickypedia/Jarvis/actions/workflows/markdown.yml/badge.svg
 
 [label-pypi]: https://img.shields.io/pypi/v/jarvis-ironman
diff --git a/docs/_sources/README.md.txt b/docs/_sources/README.md.txt
index 5e015549..eb34d6c3 100644
--- a/docs/_sources/README.md.txt
+++ b/docs/_sources/README.md.txt
@@ -197,7 +197,7 @@ Licensed under the [MIT License][license]
 [wiki]: https://github.com/thevickypedia/Jarvis/wiki
 [release-notes]: https://github.com/thevickypedia/Jarvis/blob/master/release_notes.rst
 [gha_pages]: https://github.com/thevickypedia/Jarvis/actions/workflows/pages/pages-build-deployment
-[gha_pypi]: https://github.com/thevickypedia/Jarvis/actions/workflows/python-publish.yml
+[gha_pypi]: https://github.com/thevickypedia/Jarvis/actions/workflows/matrix-publisher.yml
 [gha_md_valid]: https://github.com/thevickypedia/Jarvis/actions/workflows/markdown.yml
 [webpage]: https://vigneshrao.com/
 [webpage_contact]: https://vigneshrao.com/contact
@@ -250,7 +250,7 @@ Licensed under the [MIT License][license]
 [label-stats-Make]: https://img.shields.io/github/search/thevickypedia/Jarvis/Makefile
 
 [label-actions-pages]: https://github.com/thevickypedia/Jarvis/actions/workflows/pages/pages-build-deployment/badge.svg
-[label-actions-pypi]: https://github.com/thevickypedia/Jarvis/actions/workflows/python-publish.yml/badge.svg
+[label-actions-pypi]: https://github.com/thevickypedia/Jarvis/actions/workflows/matrix-publisher.yml/badge.svg
 [label-actions-markdown]: https://github.com/thevickypedia/Jarvis/actions/workflows/markdown.yml/badge.svg
 
 [label-pypi]: https://img.shields.io/pypi/v/jarvis-ironman
diff --git a/docs/index.html b/docs/index.html
index 3cb7d34c..c9e58d8e 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -3614,7 +3614,7 @@ <h1>———-Executors———-<a class="headerlink" href="#executors" title="
 <dd><p>Custom conditions to map specific keywords to one or many functions.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A unique key value pair of custom phrase as key and an embedded dict of function name and phrase.</p>
+<dd class="field-odd"><p>A unique key value pair, of custom phrase as key and an embedded dict of function name and phrase.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
 <dd class="field-even"><p>Dict[str, Dict[str, str]]</p>
@@ -5731,7 +5731,7 @@ <h1>———-Models———-<a class="headerlink" href="#models" title="Permal
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="jarvis.modules.models.classes.Settings._platform_info">
-<span class="sig-name descname"><span class="pre">_platform_info</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">ModelPrivateAttr(default=['macOS',</span> <span class="pre">'14.5'])</span></em><a class="headerlink" href="#jarvis.modules.models.classes.Settings._platform_info" title="Permalink to this definition">¶</a></dt>
+<span class="sig-name descname"><span class="pre">_platform_info</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">ModelPrivateAttr(default=['macOS',</span> <span class="pre">'15.1'])</span></em><a class="headerlink" href="#jarvis.modules.models.classes.Settings._platform_info" title="Permalink to this definition">¶</a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
diff --git a/docs/searchindex.js b/docs/searchindex.js
index 5e7865ab..6c1ffc82 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["README", "index"], "filenames": ["README.md", "index.rst"], "titles": ["Kick off", "Jarvis - Voice-Activated Natural Language UI"], "terms": {"voic": 0, "activ": 0, "natur": 0, "languag": 0, "ui": 0, "platform": 0, "support": 0, "stat": 0, "repo": 0, "deploy": 0, "develop": [0, 1], "mainten": 0, "reach": 0, "out": [0, 1], "recommend": 0, "instal": 0, "python": [0, 1], "3": [0, 1], "10": [0, 1], "11": 0, "us": [0, 1], "dedic": [0, 1], "virtual": [0, 1], "environ": [0, 1], "jarvi": 0, "m": [0, 1], "pip": [0, 1], "ironman": [0, 1], "depend": [0, 1], "initi": [0, 1], "id": [0, 1], "import": [0, 1], "__name__": 0, "__main__": 0, "start": [0, 1], "cli": [0, 1], "help": [0, 1], "usag": 0, "instruct": [0, 1], "maco": [0, 1], "test": 0, "mojav": 0, "catalina": 0, "big": 0, "sur": 0, "monterei": 0, "ventura": [0, 1], "system": 0, "prefer": [0, 1], "secur": [0, 1], "privaci": 0, "click": 0, "sign": 0, "add": [0, 1], "termin": [0, 1], "follow": [0, 1], "section": [0, 1], "left": 0, "pane": 0, "microphon": 0, "requir": [0, 1], "listen": 0, "respond": [0, 1], "access": [0, 1], "kei": [0, 1], "combin": [0, 1], "bright": [0, 1], "volum": 0, "control": 0, "camera": 0, "option": [0, 1], "onli": [0, 1], "dure": [0, 1], "face": 0, "recognit": [0, 1], "detect": [0, 1], "autom": 0, "event": [0, 1], "other": 0, "app": [0, 1], "like": [0, 1], "outlook": [0, 1], "calendar": [0, 1], "file": 0, "folder": [0, 1], "OR": 0, "full": 0, "disk": [0, 1], "all": [0, 1], "fileio": 0, "oper": [0, 1], "linux": [0, 1], "ubuntu": [0, 1], "22": [0, 1], "04": 0, "lt": 0, "store": [0, 1], "host": [0, 1], "machin": [0, 1], "": [0, 1], "password": [0, 1], "env": [0, 1], "var": [0, 1], "root_password": [0, 1], "unlik": [0, 1], "window": [0, 1], "doe": [0, 1], "have": [0, 1], "specif": [0, 1], "permiss": [0, 1], "set": 0, "pop": 0, "confirm": [0, 1], "allow": [0, 1], "deni": 0, "anaconda": 0, "miniconda": 0, "visualstudio": 0, "c": 0, "buildtool": 0, "git": 0, "make": [0, 1], 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[1, 4, 1, "", "test_init_activator"]], "tests.speaker_test": [[1, 2, 1, "", "TestSpeak"]], "tests.speaker_test.TestSpeak": [[1, 3, 1, "", "_classSetupFailed"], [1, 3, 1, "", "_class_cleanups"], [1, 4, 1, "", "test_audio_driver_usage"], [1, 4, 1, "", "test_no_text_input"], [1, 4, 1, "", "test_offline_mode"], [1, 4, 1, "", "test_speech_synthesis_usage"], [1, 4, 1, "", "test_text_input_and_run"]], "tests.speech_synthesis_test": [[1, 2, 1, "", "TestSpeechSynthesizer"]], "tests.speech_synthesis_test.TestSpeechSynthesizer": [[1, 3, 1, "", "_classSetupFailed"], [1, 3, 1, "", "_class_cleanups"], [1, 4, 1, "", "test_egress_error_handling"], [1, 4, 1, "", "test_successful_synthesis"], [1, 4, 1, "", "test_unicode_error_handling"], [1, 4, 1, "", "test_unsuccessful_synthesis"]]}, "objtypes": {"0": "py:module", "1": "py:function", "2": "py:class", "3": "py:attribute", "4": "py:method", "5": "py:exception"}, "objnames": {"0": ["py", "module", "Python module"], "1": ["py", "function", "Python function"], "2": ["py", "class", "Python class"], "3": ["py", "attribute", "Python attribute"], "4": ["py", "method", "Python method"], "5": ["py", "exception", "Python exception"]}, "titleterms": {"kick": 0, "off": 0, "prerequisit": 0, "enchiridion": 0, "code": 0, "standard": 0, "releas": 0, "note": 0, "lint": 0, "pypi": 0, "packag": 0, "runbook": 0, "licens": 0, "copyright": 0, "jarvi": 1, "voic": 1, "activ": 1, "natur": 1, "languag": 1, "ui": 1, "read": 1, "me": 1, "instal": 1, "preflight": 1, "test": 1, "camera": 1, "audio": 1, "devic": 1, "text": 1, "To": 1, "speech": 1, "realtim": 1, "microphon": 1, "usag": 1, "main": 1, "modul": 1, "keyword": 1, "classifi": 1, "api": 1, "applic": 1, "logger": 1, "server": 1, "model": 1, "authent": 1, "modal": 1, "set": 1, "router": 1, "basic": 1, "fileio": 1, "invest": 1, "offlin": 1, "proxi": 1, "engin": 1, "securesend": 1, "speechsynthesi": 1, "stat": 1, "stockmonitor": 1, "stockanalysi": 1, "surveil": 1, "telegramapi": 1, "squir": 1, "discov": 1, "schedul": 1, "timeout": 1, "otp": 1, "trigger": 1, "stockreport": 1, "executor": 1, "alarm": 1, "autom": 1, "background": 1, "task": 1, "car": 1, "commun": 1, "connect": 1, "condit": 1, "command": 1, "control": 1, "crontab": 1, "custom": 1, "datetim": 1, "displayfunct": 1, "face": 1, "file": 1, "function": 1, "github": 1, "guard": 1, "internet": 1, "io": 1, "light": 1, "listen": 1, "locat": 1, "method": 1, "other": 1, "port": 1, "handler": 1, "processor": 1, "process": 1, "map": 1, "remind": 1, "restrict": 1, "robinhood": 1, "simul": 1, "staticrespons": 1, "system": 1, "telegram": 1, "thermostat": 1, "do": 1, "tv": 1, "uncondit": 1, "volum": 1, "vpn": 1, "weather": 1, "word": 1, "match": 1, "class": 1, "enum": 1, "auth": 1, "bearer": 1, "built": 1, "In": 1, "overrid": 1, "cach": 1, "lru": 1, "databas": 1, "except": 1, "facenet": 1, "mean": 1, "meet": 1, "retri": 1, "share": 1, "resourc": 1, "support": 1, "util": 1, "temperatur": 1, "templat": 1, "transform": 1, "connector": 1, "wakeonlan": 1, "case": 1, "testapi": 1, "testlisten": 1, "testmain": 1, "testspeak": 1, "testspeechsynthesi": 1, "indic": 1, "tabl": 1}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 56}})
\ No newline at end of file
diff --git a/jarvis/executors/files.py b/jarvis/executors/files.py
index 0d383426..3f81149e 100644
--- a/jarvis/executors/files.py
+++ b/jarvis/executors/files.py
@@ -114,7 +114,7 @@ def get_custom_conditions() -> Dict[str, Dict[str, str]]:
 
     Returns:
         Dict[str, Dict[str, str]]:
-        A unique key value pair of custom phrase as key and an embedded dict of function name and phrase.
+        A unique key value pair, of custom phrase as key and an embedded dict of function name and phrase.
     """
     try:
         with open(models.fileio.conditions) as file:
diff --git a/release_notes.rst b/release_notes.rst
index 58679232..ce23223d 100644
--- a/release_notes.rst
+++ b/release_notes.rst
@@ -10,6 +10,7 @@ v6.0.0 (10/04/2024)
 - Makes ``root_password`` optional for Linux machines
 - Includes bug fixes and minor improvements to overall coding structure
 - Improved container orchestration using Docker API and email templates
+- **Full Changelog**: https://github.com/thevickypedia/Jarvis/compare/v5.1.0...v6.0.0
 
 v5.1.0 (06/09/2024)
 -------------------
diff --git a/update-toml.py b/update-toml.py
index d24aee7c..c952d08d 100644
--- a/update-toml.py
+++ b/update-toml.py
@@ -3,26 +3,31 @@
 import toml
 
 
-def update_name_in_pyproject(file_path, new_name_value):
+def update_name_in_pyproject(file_path, project_name):
+    """Update project name handler in pyproject.toml.
+
+    Args:
+        file_path: Source filepath.
+        project_name: New project name.
+    """
     try:
-        with open(file_path, 'r') as file:
+        with open(file_path, "r") as file:
             data = toml.load(file)
     except FileNotFoundError:
         print(f"TOML file {file_path!r} not found!")
         return
 
     # Update the 'name' in the '[project]' section
-    if 'project' in data:
-        data['project']['name'] = new_name_value
-        print(f"Updated 'name' to {new_name_value!r} in [project]")
+    if "project" in data:
+        data["project"]["name"] = project_name
+        print(f"Updated 'name' to {project_name!r} in [project]")
     else:
         print("[project] section not found in TOML file!")
         return
 
     # Write the updated content back to the TOML file
-    with open(file_path, 'w') as file:
+    with open(file_path, "w") as file:
         toml.dump(data, file)
-        file.flush()
 
 
 if __name__ == "__main__":