diff --git a/hasjob/__init__.py b/hasjob/__init__.py
index abf1d872..c0434221 100644
--- a/hasjob/__init__.py
+++ b/hasjob/__init__.py
@@ -3,8 +3,6 @@
 import geoip2.database
 from flask import Flask
 from flask_assets import Bundle
-from flask_lastuser import Lastuser
-from flask_lastuser.sqlalchemy import UserManager
 from flask_mail import Mail
 from flask_migrate import Migrate
 from flask_redis import FlaskRedis
@@ -13,6 +11,8 @@
 import coaster.app
 from baseframe import Version, assets, baseframe
 from coaster.assets import WebpackManifest
+from flask_lastuser import Lastuser
+from flask_lastuser.sqlalchemy import UserManager
 
 from ._version import __version__
 from .uploads import configure as uploads_configure
diff --git a/hasjob/forms/board.py b/hasjob/forms/board.py
index 05c954f1..6552007e 100644
--- a/hasjob/forms/board.py
+++ b/hasjob/forms/board.py
@@ -1,5 +1,5 @@
 import tldextract
-from flask import Markup
+from markupsafe import Markup
 
 import baseframe.forms as forms
 from baseframe import _, __
diff --git a/hasjob/forms/domain.py b/hasjob/forms/domain.py
index 50fd31ed..4069546b 100644
--- a/hasjob/forms/domain.py
+++ b/hasjob/forms/domain.py
@@ -1,4 +1,4 @@
-# from flask import Markup
+# from markupsafe import Markup
 import baseframe.forms as forms
 from baseframe import __
 
diff --git a/hasjob/forms/filterset.py b/hasjob/forms/filterset.py
index 4792771d..c67fcff5 100644
--- a/hasjob/forms/filterset.py
+++ b/hasjob/forms/filterset.py
@@ -74,7 +74,7 @@ class FiltersetForm(forms.Form):
         __("Tags"), autocomplete_endpoint='/api/1/tag/autocomplete', results_key='tags'
     )
 
-    def set_queries(self):
+    def __post_init__(self):
         if not self.edit_parent:
             self.edit_parent = g.board
         self.types.query = (
diff --git a/hasjob/forms/jobpost.py b/hasjob/forms/jobpost.py
index c627136b..59b3ce53 100644
--- a/hasjob/forms/jobpost.py
+++ b/hasjob/forms/jobpost.py
@@ -2,13 +2,14 @@
 from decimal import Decimal, InvalidOperation
 from difflib import SequenceMatcher
 
-from flask import Markup, g, request
-from flask_lastuser import LastuserResourceError
+from flask import g, request
+from markupsafe import Markup
 
 import baseframe.forms as forms
 from baseframe import _, __
 from baseframe.utils import is_public_email_domain
 from coaster.utils import get_email_domain, getbool
+from flask_lastuser import LastuserResourceError
 
 from .. import app, lastuser
 from ..models import CURRENCY, PAY_TYPE, Domain, JobApplication, JobType, User
diff --git a/hasjob/models/board.py b/hasjob/models/board.py
index 8a7e424c..1dfb3240 100644
--- a/hasjob/models/board.py
+++ b/hasjob/models/board.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
-from flask import Markup, url_for
+from flask import url_for
+from markupsafe import Markup
 from pytz import timezone
 from sqlalchemy.ext.associationproxy import association_proxy
 from werkzeug.utils import cached_property
diff --git a/hasjob/models/campaign.py b/hasjob/models/campaign.py
index 94cebfdc..af722443 100644
--- a/hasjob/models/campaign.py
+++ b/hasjob/models/campaign.py
@@ -2,7 +2,8 @@
 
 from datetime import timedelta
 
-from flask import Markup, request
+from flask import request
+from markupsafe import Markup
 from sqlalchemy import event
 from sqlalchemy.ext.associationproxy import association_proxy
 from sqlalchemy.ext.orderinglist import ordering_list
diff --git a/hasjob/models/jobpost.py b/hasjob/models/jobpost.py
index 7de32245..145421fe 100644
--- a/hasjob/models/jobpost.py
+++ b/hasjob/models/jobpost.py
@@ -3,8 +3,9 @@
 from datetime import timedelta
 
 import tldextract
-from flask import Markup, escape, url_for
+from flask import url_for
 from flask_babel import format_datetime
+from markupsafe import Markup, escape
 from sqlalchemy import event
 from sqlalchemy.dialects.postgresql import TSVECTOR
 from sqlalchemy.ext.associationproxy import association_proxy
diff --git a/hasjob/models/user.py b/hasjob/models/user.py
index cbb98645..1411cb71 100644
--- a/hasjob/models/user.py
+++ b/hasjob/models/user.py
@@ -4,11 +4,11 @@
 from uuid import uuid4
 
 from flask import request
-from flask_lastuser.sqlalchemy import UserBase2
 
 from baseframe import _, cache
 from coaster.sqlalchemy import JsonDict, UuidMixin
 from coaster.utils import utcnow
+from flask_lastuser.sqlalchemy import UserBase2
 
 from . import BaseMixin, Model, backref, db, relationship, sa
 
diff --git a/hasjob/tagging.py b/hasjob/tagging.py
index c2a5b156..ed174916 100644
--- a/hasjob/tagging.py
+++ b/hasjob/tagging.py
@@ -1,9 +1,10 @@
 from collections import defaultdict
+from collections.abc import Iterable
 from urllib.parse import urljoin
 
+import nltk
 import requests
 
-from coaster.nlp import extract_named_entities
 from coaster.utils import text_blocks
 
 from . import app, rq
@@ -25,6 +26,35 @@
 
 
 @rq.job('hasjob')
+def extract_named_entities(text_blocks: Iterable[str]) -> set[str]:
+    """Return a set of named entities extracted from the provided text blocks."""
+    sentences = []
+    for text in text_blocks:
+        sentences.extend(nltk.sent_tokenize(text))
+
+    tokenized_sentences = [nltk.word_tokenize(sentence) for sentence in sentences]
+    tagged_sentences = [nltk.pos_tag(sentence) for sentence in tokenized_sentences]
+    chunked_sentences = nltk.ne_chunk_sents(tagged_sentences, binary=True)
+
+    def extract_entity_names(tree: nltk.Tree) -> list[str]:
+        entity_names = []
+
+        if hasattr(tree, "label"):
+            if tree.label() == "NE":
+                entity_names.append(" ".join(child[0] for child in tree))
+            else:
+                for child in tree:
+                    entity_names.extend(extract_entity_names(child))
+
+        return entity_names
+
+    entity_names = []
+    for tree in chunked_sentences:
+        entity_names.extend(extract_entity_names(tree))
+
+    return set(entity_names)
+
+
 def tag_locations(jobpost_id):
     with app.test_request_context():
         post = JobPost.query.get(jobpost_id)
diff --git a/hasjob/views/campaign.py b/hasjob/views/campaign.py
index 151f264a..69b2e12e 100644
--- a/hasjob/views/campaign.py
+++ b/hasjob/views/campaign.py
@@ -4,7 +4,8 @@
 from functools import wraps
 from io import StringIO
 
-from flask import Markup, abort, flash, g, redirect, render_template, request, url_for
+from flask import abort, flash, g, redirect, render_template, request, url_for
+from markupsafe import Markup
 from pytz import UTC
 
 from baseframe import __
diff --git a/hasjob/views/helper.py b/hasjob/views/helper.py
index 7a9dfaa5..4d4fc7b8 100644
--- a/hasjob/views/helper.py
+++ b/hasjob/views/helper.py
@@ -7,9 +7,9 @@
 from uuid import uuid4
 
 import bleach
-from flask import Markup, copy_current_request_context, g, request, session
-from flask_lastuser import signal_user_looked_up
+from flask import copy_current_request_context, g, request, session
 from geoip2.errors import AddressNotFoundError
+from markupsafe import Markup
 from pytz import UTC
 from sqlalchemy.exc import IntegrityError
 
@@ -17,6 +17,7 @@
 from baseframe.signals import form_validation_error, form_validation_success
 from coaster.sqlalchemy import failsafe_add
 from coaster.utils import utcnow
+from flask_lastuser import signal_user_looked_up
 
 from .. import app, lastuser, redis_store, rq
 from ..extapi import location_geodata
diff --git a/hasjob/views/index.py b/hasjob/views/index.py
index e6419f8b..57cd3f61 100644
--- a/hasjob/views/index.py
+++ b/hasjob/views/index.py
@@ -3,7 +3,6 @@
 from uuid import uuid4
 
 from flask import (
-    Markup,
     Response,
     abort,
     flash,
@@ -14,6 +13,7 @@
     request,
     url_for,
 )
+from markupsafe import Markup
 
 from baseframe import _, request_is_xhr
 from coaster.utils import ParseError, getbool, parse_isoformat, utcnow
diff --git a/hasjob/views/listing.py b/hasjob/views/listing.py
index 8168bfbf..847d9671 100644
--- a/hasjob/views/listing.py
+++ b/hasjob/views/listing.py
@@ -3,7 +3,6 @@
 
 import bleach
 from flask import (
-    Markup,
     abort,
     flash,
     g,
@@ -16,6 +15,7 @@
 )
 from flask_mail import Message
 from html2text import html2text
+from markupsafe import Markup
 from premailer import transform as email_transform
 from sqlalchemy.exc import IntegrityError
 from sqlalchemy.orm.exc import StaleDataError
diff --git a/hasjob/views/login.py b/hasjob/views/login.py
index 63a46a5f..526d83d6 100644
--- a/hasjob/views/login.py
+++ b/hasjob/views/login.py
@@ -1,8 +1,8 @@
 from flask import Response, flash, g, redirect
-from flask_lastuser import signal_user_session_refreshed
 from sqlalchemy.exc import IntegrityError
 
 from coaster.views import get_next_url
+from flask_lastuser import signal_user_session_refreshed
 
 from .. import app, lastuser
 from ..models import UserActiveAt, db
diff --git a/pyproject.toml b/pyproject.toml
index 12c2a135..3b9a81e8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -35,7 +35,7 @@ use_parentheses = true
 combine_as_imports = true
 split_on_trailing_comma = false
 extra_standard_library = ['typing_extensions']
-known_first_party = ['baseframe', 'coaster']
+known_first_party = ['baseframe', 'coaster', 'flask_lastuser']
 known_repo = ['hasjob']
 default_section = 'THIRDPARTY'
 sections = [
@@ -86,64 +86,6 @@ exclude_dirs = ['node_modules', 'build/lib']
 skips = ['*/*_test.py', '*/test_*.py']
 
 [tool.ruff]
-# This is a slight customisation of the default rules
-# 1. Hasjob still supports Python 3.7 pending its EOL
-# 2. Rule E402 (module-level import not top-level) is disabled as isort handles it
-# 3. Rule E501 (line too long) is left to Black; some strings are worse for wrapping
-
-# Enable pycodestyle (`E`) and Pyflakes (`F`) codes by default.
-select = ["E", "F"]
-ignore = ["E402", "E501"]
-
-# Allow autofix for all enabled rules (when `--fix`) is provided.
-fixable = [
-  "A",
-  "B",
-  "C",
-  "D",
-  "E",
-  "F",
-  "G",
-  "I",
-  "N",
-  "Q",
-  "S",
-  "T",
-  "W",
-  "ANN",
-  "ARG",
-  "BLE",
-  "COM",
-  "DJ",
-  "DTZ",
-  "EM",
-  "ERA",
-  "EXE",
-  "FBT",
-  "ICN",
-  "INP",
-  "ISC",
-  "NPY",
-  "PD",
-  "PGH",
-  "PIE",
-  "PL",
-  "PT",
-  "PTH",
-  "PYI",
-  "RET",
-  "RSE",
-  "RUF",
-  "SIM",
-  "SLF",
-  "TCH",
-  "TID",
-  "TRY",
-  "UP",
-  "YTT",
-]
-unfixable = []
-
 # Exclude a variety of commonly ignored directories.
 exclude = [
   ".bzr",
@@ -171,23 +113,48 @@ exclude = [
 # Same as Black.
 line-length = 88
 
+# Target Python 3.11
+target-version = "py311"
+
+[tool.ruff.format]
+docstring-code-format = true
+quote-style = "preserve"
+
+[tool.ruff.lint]
 # Allow unused variables when underscore-prefixed.
 dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
 
-# Target Python 3.11
-target-version = "py311"
+# Enable pycodestyle (`E`) and Pyflakes (`F`) codes by default.
+select = ["E", "F"]
+ignore = ["E402", "E501"]
 
-[tool.ruff.mccabe]
+# Allow autofix for all enabled rules (when `--fix`) is provided.
+fixable = ["ALL"]
+unfixable = []
+
+# Allow these characters in strings
+allowed-confusables = ["‘", "’"]
+
+[tool.ruff.lint.mccabe]
 # Unlike Flake8, default to a complexity level of 10.
 max-complexity = 10
 
-[tool.ruff.isort]
+[tool.ruff.lint.extend-per-file-ignores]
+"__init__.py" = ["E402"] # Allow non-top-level imports
+"tests/**.py" = [
+  "S101",   # Allow assert
+  "ANN001", # Args don't need types (usually fixtures)
+  "N802",   # Fixture returning a class may be named per class name convention
+  "N803",   # Args don't require naming convention (fixture could be a class)
+]
+
+[tool.ruff.lint.isort]
 # These config options should match isort config above under [tool.isort]
 combine-as-imports = true
 extra-standard-library = ['typing_extensions']
 split-on-trailing-comma = false
 relative-imports-order = 'furthest-to-closest'
-known-first-party = ['coaster']
+known-first-party = ['coaster', 'baseframe', 'flask_lastuser']
 section-order = [
   'future',
   'standard-library',
@@ -197,5 +164,12 @@ section-order = [
   'local-folder',
 ]
 
-[tool.ruff.isort.sections]
+[tool.ruff.lint.isort.sections]
 repo = ['hasjob']
+
+[tool.ruff.lint.flake8-pytest-style]
+fixture-parentheses = false
+mark-parentheses = false
+
+[tool.ruff.lint.pyupgrade]
+keep-runtime-typing = true
diff --git a/requirements.txt b/requirements.txt
index 8eee7d60..1bf9cc8b 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -11,7 +11,6 @@ Flask-Migrate
 Flask-Redis
 Flask-RQ2
 Flask-SQLAlchemy
-Flask-Testing
 git+https://github.com/maxcountryman/flask-uploads.git#egg=Flask-Uploads
 Flask-WTF
 geoip2
@@ -19,6 +18,7 @@ gunicorn
 html2text
 jsmin
 langid
+nltk
 Pillow
 premailer
 progressbar2