diff --git a/.github/workflows/qc.yml b/.github/workflows/qc.yml
index 18a794478..372f6b5de 100644
--- a/.github/workflows/qc.yml
+++ b/.github/workflows/qc.yml
@@ -11,7 +11,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: [ "3.9", "3.10" ]
+        python-version: [ "3.9", "3.10", "3.11", "3.12" ]
 
     steps:
       - uses: actions/checkout@v3.0.2
diff --git a/poetry.lock b/poetry.lock
index 1e19ce0b5..102d44fda 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -44,112 +44,98 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.10.10"
+version = "3.11.7"
 description = "Async http client/server framework (asyncio)"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
 aiohappyeyeballs = ">=2.3.0"
 aiosignal = ">=1.1.2"
-async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
+async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.12.0,<2.0"
+propcache = ">=0.2.0"
+yarl = ">=1.17.0,<2.0"
 
 [package.extras]
 speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
@@ -394,13 +380,13 @@ typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "async-timeout"
-version = "4.0.3"
+version = "5.0.1"
 description = "Timeout context manager for asyncio programs"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -516,17 +502,17 @@ files = [
 
 [[package]]
 name = "boto3"
-version = "1.35.58"
+version = "1.35.66"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-botocore = ">=1.35.58,<1.36.0"
+botocore = ">=1.35.66,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -535,13 +521,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.58"
+version = "1.35.66"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -1027,37 +1013,37 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
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 ]
 
 [[package]]
@@ -1084,20 +1070,20 @@ files = [
 
 [[package]]
 name = "deprecated"
-version = "1.2.14"
+version = "1.2.15"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
 files = [
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 ]
 
 [package.dependencies]
 wrapt = ">=1.10,<2"
 
 [package.extras]
-dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "jinja2 (>=3.0.3,<3.1.0)", "setuptools", "sphinx (<2)", "tox"]
 
 [[package]]
 name = "deprecation"
@@ -1388,22 +1374,22 @@ typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "flask"
-version = "3.0.3"
+version = "3.1.0"
 description = "A simple framework for building complex web applications."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
-blinker = ">=1.6.2"
+blinker = ">=1.9"
 click = ">=8.1.3"
-importlib-metadata = {version = ">=3.6.0", markers = "python_version < \"3.10\""}
-itsdangerous = ">=2.1.2"
+importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
+itsdangerous = ">=2.2"
 Jinja2 = ">=3.1.2"
-Werkzeug = ">=3.0.0"
+Werkzeug = ">=3.1"
 
 [package.extras]
 async = ["asgiref (>=3.2)"]
@@ -1435,59 +1421,61 @@ test = ["Faker (==2.0.0)", "blinker", "invoke (==2.2.0)", "mock (==3.0.5)", "pyt
 
 [[package]]
 name = "fonttools"
-version = "4.54.1"
+version = "4.55.0"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
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@@ -1916,13 +1904,13 @@ lxml = ["lxml"]
 
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@@ -2852,13 +2840,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
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@@ -3411,13 +3399,13 @@ source = ["Cython (>=3.0.11)"]
 
 [[package]]
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+version = "0.4.1"
 description = "HTML cleaner from lxml project"
 optional = true
 python-versions = "*"
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 [package.dependencies]
@@ -4249,13 +4237,13 @@ tests = ["coverage", "pytest", "unittest-templates"]
 
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 [package.dependencies]
@@ -5070,19 +5066,19 @@ extra = ["pygments (>=2.12)"]
 
 [[package]]
 name = "pymupdf"
-version = "1.24.13"
+version = "1.24.14"
 description = "A high performance Python library for data extraction, analysis, conversion & manipulation of PDF (and other) documents."
 optional = false
 python-versions = ">=3.9"
 files = [
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 [[package]]
@@ -5194,23 +5190,24 @@ solrcloud = ["kazoo (>=2.5.0)"]
 
 [[package]]
 name = "pystow"
-version = "0.5.6"
-description = "Easily pick a place to store data for your python package."
+version = "0.6.0"
+description = "Easily pick a place to store data for your Python code"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
 click = "*"
 requests = "*"
 tqdm = "*"
+typing-extensions = "*"
 
 [package.extras]
 aws = ["boto3"]
-docs = ["sphinx (<8.0)", "sphinx-autodoc-typehints", "sphinx-automodapi", "sphinx-click", "sphinx-rtd-theme"]
+docs = ["sphinx (>=8)", "sphinx-automodapi", "sphinx-click", "sphinx-rtd-theme (>=3.0)"]
 pandas = ["pandas"]
 rdf = ["rdflib"]
 tests = ["coverage", "pytest", "requests-file"]
@@ -6032,13 +6029,13 @@ files = [
 
 [[package]]
 name = "s3transfer"
-version = "0.10.3"
+version = "0.10.4"
 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -6186,23 +6183,23 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "75.4.0"
+version = "75.6.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.extras]
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-type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (>=1.12,<1.14)", "pytest-mypy"]
+type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (>=1.12,<1.14)", "pytest-mypy"]
 
 [[package]]
 name = "shexjsg"
@@ -6401,13 +6398,13 @@ sphinx = ">=4.0"
 
 [[package]]
 name = "sphinx-rtd-theme"
-version = "3.0.1"
+version = "3.0.2"
 description = "Read the Docs theme for Sphinx"
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -6733,13 +6730,13 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "starlette"
-version = "0.41.2"
+version = "0.41.3"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -6798,47 +6795,42 @@ files = [
 
 [[package]]
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-version = "0.7.0"
+version = "0.8.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 [package.extras]
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 [[package]]
 name = "validators"
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+    {file = "yarl-1.18.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:576d258b21c1db4c6449b1c572c75d03f16a482eb380be8003682bdbe7db2f28"},
+    {file = "yarl-1.18.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c60e547c0a375c4bfcdd60eef82e7e0e8698bf84c239d715f5c1278a73050393"},
+    {file = "yarl-1.18.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e3818eabaefb90adeb5e0f62f047310079d426387991106d4fbf3519eec7d90a"},
+    {file = "yarl-1.18.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a5f72421246c21af6a92fbc8c13b6d4c5427dfd949049b937c3b731f2f9076bd"},
+    {file = "yarl-1.18.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7fa7d37f2ada0f42e0723632993ed422f2a679af0e200874d9d861720a54f53e"},
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+    {file = "yarl-1.18.0-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:6a49ad0102c0f0ba839628d0bf45973c86ce7b590cdedf7540d5b1833ddc6f00"},
+    {file = "yarl-1.18.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:96404e8d5e1bbe36bdaa84ef89dc36f0e75939e060ca5cd45451aba01db02902"},
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+    {file = "yarl-1.18.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e2580c1d7e66e6d29d6e11855e3b1c6381971e0edd9a5066e6c14d79bc8967af"},
+    {file = "yarl-1.18.0-cp313-cp313-win32.whl", hash = "sha256:14408cc4d34e202caba7b5ac9cc84700e3421a9e2d1b157d744d101b061a4a88"},
+    {file = "yarl-1.18.0-cp313-cp313-win_amd64.whl", hash = "sha256:1db1537e9cb846eb0ff206eac667f627794be8b71368c1ab3207ec7b6f8c5afc"},
+    {file = "yarl-1.18.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:fa2c9cb607e0f660d48c54a63de7a9b36fef62f6b8bd50ff592ce1137e73ac7d"},
+    {file = "yarl-1.18.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:c0f4808644baf0a434a3442df5e0bedf8d05208f0719cedcd499e168b23bfdc4"},
+    {file = "yarl-1.18.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:7db9584235895a1dffca17e1c634b13870852094f6389b68dcc6338086aa7b08"},
+    {file = "yarl-1.18.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:309f8d27d6f93ceeeb80aa6980e883aa57895270f7f41842b92247e65d7aeddf"},
+    {file = "yarl-1.18.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:609ffd44fed2ed88d9b4ef62ee860cf86446cf066333ad4ce4123505b819e581"},
+    {file = "yarl-1.18.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f172b8b2c72a13a06ea49225a9c47079549036ad1b34afa12d5491b881f5b993"},
+    {file = "yarl-1.18.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d89ae7de94631b60d468412c18290d358a9d805182373d804ec839978b120422"},
+    {file = "yarl-1.18.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:466d31fd043ef9af822ee3f1df8fdff4e8c199a7f4012c2642006af240eade17"},
+    {file = "yarl-1.18.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:7609b8462351c4836b3edce4201acb6dd46187b207c589b30a87ffd1813b48dc"},
+    {file = "yarl-1.18.0-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:d9d4f5e471e8dc49b593a80766c2328257e405f943c56a3dc985c125732bc4cf"},
+    {file = "yarl-1.18.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:67b336c15e564d76869c9a21316f90edf546809a5796a083b8f57c845056bc01"},
+    {file = "yarl-1.18.0-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:b212452b80cae26cb767aa045b051740e464c5129b7bd739c58fbb7deb339e7b"},
+    {file = "yarl-1.18.0-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:38b39b7b3e692b6c92b986b00137a3891eddb66311b229d1940dcbd4f025083c"},
+    {file = "yarl-1.18.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:a7ee6884a8848792d58b854946b685521f41d8871afa65e0d4a774954e9c9e89"},
+    {file = "yarl-1.18.0-cp39-cp39-win32.whl", hash = "sha256:b4095c5019bb889aa866bf12ed4c85c0daea5aafcb7c20d1519f02a1e738f07f"},
+    {file = "yarl-1.18.0-cp39-cp39-win_amd64.whl", hash = "sha256:2d90f2e4d16a5b0915ee065218b435d2ef619dd228973b1b47d262a6f7cd8fa5"},
+    {file = "yarl-1.18.0-py3-none-any.whl", hash = "sha256:dbf53db46f7cf176ee01d8d98c39381440776fcda13779d269a8ba664f69bec0"},
+    {file = "yarl-1.18.0.tar.gz", hash = "sha256:20d95535e7d833889982bfe7cc321b7f63bf8879788fee982c76ae2b24cfb715"},
 ]
 
 [package.dependencies]
@@ -7618,5 +7610,5 @@ web = ["Jinja2", "fastapi", "python-multipart", "uvicorn"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.9,<3.9.7 || >3.9.7,<4.0"
-content-hash = "1b8fcb9fad5d1d0d273f57e299a591edbc7e455bf13133aa46077584f1b3d5cd"
+python-versions = ">=3.9,<3.9.7 || >3.9.7,<3.13"
+content-hash = "bfe03935e654453b07e5e14cdb6ebcb4f8865ee95874ab33fb9e5da542b09a63"
diff --git a/pyproject.toml b/pyproject.toml
index 0bc910114..cc69ede69 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,7 +7,7 @@ license = "BSD-3"
 readme = "README.md"
 
 [tool.poetry.dependencies]
-python = ">=3.9,<3.9.7 || >3.9.7,<4.0"
+python = ">=3.9,<3.9.7 || >3.9.7,<3.13"
 "ruamel.yaml" = ">=0.17.31"
 Jinja2 = {version = ">=3.1.2", optional = true}
 aiohttp = ">=3.8.4"
@@ -32,7 +32,7 @@ sphinx = {version = ">=5.3.0", extras = ["docs"], optional = true}
 sphinx-autodoc-typehints = {version = ">=1.19.4", extras = ["docs"], optional = true}
 sphinx-click = {version = ">=4.3.0", extras = ["docs"], optional = true}
 sphinx-rtd-theme = {version = ">=1.0.0", extras = ["docs"], optional = true}
-tiktoken = "^0.7.0"
+tiktoken = ">=0.7.0"
 uvicorn = {version = ">=0.20.0", optional = true}
 wikipedia = ">=1.4.0"
 wikipedia-api = ">=0.5.8"
@@ -43,6 +43,14 @@ frontend = "^0.0.3"
 litellm = "^1.44.28"
 diskcache = "^5.6.3"
 pymupdf = "^1.24.9"
+scipy = [
+    {version = "^1.13.0", python = "<3.13"},
+    {version = "^1.14.1", python = ">=3.13"}
+]
+numpy = [
+    {version = ">=1.23,<2.1", python = "<3.13"},
+    {version = ">=2.0.0", python = ">=3.13"}
+]
 
 [tool.poetry.dev-dependencies]
 pytest = ">=7.1.2"
diff --git a/src/ontogpt/ontex/extractor.py b/src/ontogpt/ontex/extractor.py
index b73ca4bbf..2b16e915a 100644
--- a/src/ontogpt/ontex/extractor.py
+++ b/src/ontogpt/ontex/extractor.py
@@ -807,7 +807,8 @@ class MostRecentCommonSubsumerTask(Task):
                             text="E",
                             explanations=[
                                 Explanation(
-                                    text="""E is the most specific common entailed superclass of E2 and E because
+                                    text="""E is the most specific common
+                                    entailed superclass of E2 and E because
                                     trivially E2 SubClassOf E""",
                                     axioms=[
                                         Axiom(text="E2 SubClassOf E"),
diff --git a/tox.ini b/tox.ini
index e1a17f957..cc10fde16 100644
--- a/tox.ini
+++ b/tox.ini
@@ -53,7 +53,7 @@ description = Run documentation linters.
 skip_install = true
 deps =
     darglint
-    flake8<5.0.0
+    flake8
     flake8-black
     flake8-bandit
     flake8-bugbear
@@ -75,36 +75,53 @@ exclude =
     templates
 max-line-length = 100
 ignore =
-    DAR101 # Missing parameter(s) in Docstring: - with_git_hash
-    DAR201 # Missing "Returns" in Docstring: - return
-    DAR301 # Missing "Yields" in Docstring: - yield
-    DAR401 # Missing exception(s) in Raises section: -r ValueError
-    E111 # indentation is not a multiple of 4
-    E203 # whitespace before ':'
-    T201 # print found.
-    W503 # line break before binary operator
-    D412 # No blank lines allowed between a section header and its content
-    S301 # Pickle and modules that wrap it can be unsafe when used to deserialize
-         # untrusted data, possible security issue.
-    S403 # Consider possible security implications associated with pickle module.
-    #* NEEDS FIXING ASAP ************
-    B001 # Do not use bare `except:`
-    B008 # Do not perform function calls in argument defaults.
+    # Missing parameter(s) in Docstring: - with_git_hash
+    DAR101
+    # Missing "Returns" in Docstring: - return
+    DAR201
+    # Missing "Yields" in Docstring: - yield
+    DAR301
+    # Missing exception(s) in Raises section: -r ValueError
+    DAR401
+    # indentation is not a multiple of 4
+    E111
+    # whitespace before ':'
+    E203
+    E721
+    # print found.
+    T201
+    # line break before binary operator
+    W503
+    # No blank lines allowed between a section header and its content
+    D412
+    # Pickle and modules that wrap it can be unsafe when used to deserialize
+    # untrusted data, possible security issue.
+    S301
+    # Consider possible security implications associated with pickle module.
+    S403
+    # Do not use bare `except:`
+    B001
+    # Do not perform function calls in argument defaults.
+    B008
+    B024
     D101
     D102
     D103
     D104
     D105
-    D202 # No blank lines allowed after function docstring
-    E722 # do not use bare 'except'
+    # No blank lines allowed after function docstring
+    D202
+    # do not use bare 'except'
+    E722
     F841
     F821
-    S101 # Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.
-    S113 # Requests call without timeout
-    S110 # Try, Except, Pass detected.
+    # Use of assert detected. The enclosed code will be removed when compiling to optimised byte code.
+    S101
+    # Requests call without timeout
+    S113
+    # Try, Except, Pass detected.
+    S110
     S311
-    
-    
 
 [testenv:mypy]
 deps = mypy