diff --git a/poetry.lock b/poetry.lock
index 2e8d557b..2c0bf3c1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -297,17 +297,17 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.34.158"
+version = "1.34.162"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.158-py3-none-any.whl", hash = "sha256:c29e9b7e1034e8734ccaffb9f2b3f3df2268022fd8a93d836604019f8759ce27"},
-    {file = "boto3-1.34.158.tar.gz", hash = "sha256:5b7b2ce0ec1e498933f600d29f3e1c641f8c44dd7e468c26795359d23d81fa39"},
+    {file = "boto3-1.34.162-py3-none-any.whl", hash = "sha256:d6f6096bdab35a0c0deff469563b87d184a28df7689790f7fe7be98502b7c590"},
+    {file = "boto3-1.34.162.tar.gz", hash = "sha256:873f8f5d2f6f85f1018cbb0535b03cceddc7b655b61f66a0a56995238804f41f"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.158,<1.35.0"
+botocore = ">=1.34.162,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -316,13 +316,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.158"
+version = "1.34.162"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.158-py3-none-any.whl", hash = "sha256:0e6fceba1e39bfa8feeba70ba3ac2af958b3387df4bd3b5f2db3f64c1754c756"},
-    {file = "botocore-1.34.158.tar.gz", hash = "sha256:5934082e25ad726673afbf466092fb1223dafa250e6e756c819430ba6b1b3da5"},
+    {file = "botocore-1.34.162-py3-none-any.whl", hash = "sha256:2d918b02db88d27a75b48275e6fb2506e9adaaddbec1ffa6a8a0898b34e769be"},
+    {file = "botocore-1.34.162.tar.gz", hash = "sha256:adc23be4fb99ad31961236342b7cbf3c0bfc62532cd02852196032e8c0d682f3"},
 ]
 
 [package.dependencies]
@@ -841,20 +841,20 @@ idna = ">=2.0.0"
 
 [[package]]
 name = "factory-boy"
-version = "3.3.0"
+version = "3.3.1"
 description = "A versatile test fixtures replacement based on thoughtbot's factory_bot for Ruby."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "factory_boy-3.3.0-py2.py3-none-any.whl", hash = "sha256:a2cdbdb63228177aa4f1c52f4b6d83fab2b8623bf602c7dedd7eb83c0f69c04c"},
-    {file = "factory_boy-3.3.0.tar.gz", hash = "sha256:bc76d97d1a65bbd9842a6d722882098eb549ec8ee1081f9fb2e8ff29f0c300f1"},
+    {file = "factory_boy-3.3.1-py2.py3-none-any.whl", hash = "sha256:7b1113c49736e1e9995bc2a18f4dbf2c52cf0f841103517010b1d825712ce3ca"},
+    {file = "factory_boy-3.3.1.tar.gz", hash = "sha256:8317aa5289cdfc45f9cae570feb07a6177316c82e34d14df3c2e1f22f26abef0"},
 ]
 
 [package.dependencies]
 Faker = ">=0.7.0"
 
 [package.extras]
-dev = ["Django", "Pillow", "SQLAlchemy", "coverage", "flake8", "isort", "mongoengine", "sqlalchemy-utils", "tox", "wheel (>=0.32.0)", "zest.releaser[recommended]"]
+dev = ["Django", "Pillow", "SQLAlchemy", "coverage", "flake8", "isort", "mongoengine", "mongomock", "mypy", "tox", "wheel (>=0.32.0)", "zest.releaser[recommended]"]
 doc = ["Sphinx", "sphinx-rtd-theme", "sphinxcontrib-spelling"]
 
 [[package]]
@@ -1502,18 +1502,18 @@ referencing = ">=0.31.0"
 
 [[package]]
 name = "langchain"
-version = "0.2.12"
+version = "0.2.14"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain-0.2.12-py3-none-any.whl", hash = "sha256:565d2f5df1c06815d1c684400218ec4ae5e1027887aad343226fad846c54e726"},
-    {file = "langchain-0.2.12.tar.gz", hash = "sha256:fe7bd409c133017446fec54c38a5e7cb14f74e020090d7b5065374badf71e6d1"},
+    {file = "langchain-0.2.14-py3-none-any.whl", hash = "sha256:eed76194ee7d9c081037a3df7868d4de90e0410b51fc1ca933a8379e464bf40c"},
+    {file = "langchain-0.2.14.tar.gz", hash = "sha256:dc2aa5a58882054fb5d043c39ab8332ebd055f88f17839da68e1c7fd0a4fefe2"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
-langchain-core = ">=0.2.27,<0.3.0"
+langchain-core = ">=0.2.32,<0.3.0"
 langchain-text-splitters = ">=0.2.0,<0.3.0"
 langsmith = ">=0.1.17,<0.2.0"
 numpy = {version = ">=1.26.0,<2.0.0", markers = "python_version >= \"3.12\""}
@@ -1525,36 +1525,36 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 
 [[package]]
 name = "langchain-aws"
-version = "0.1.16"
+version = "0.1.17"
 description = "An integration package connecting AWS and LangChain"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_aws-0.1.16-py3-none-any.whl", hash = "sha256:b4722a13954a6e330c4b1e7b85a9884bfe789ecc24e11f0e83aa5c294d95093e"},
-    {file = "langchain_aws-0.1.16.tar.gz", hash = "sha256:cb479a565d0450c9bfba9d2336973191beb97574a519ddd376713addd5b9226c"},
+    {file = "langchain_aws-0.1.17-py3-none-any.whl", hash = "sha256:192a94eb3fa510ed7850cb7ab599fef47776ca872545dd37a0d7dc6a2887ae46"},
+    {file = "langchain_aws-0.1.17.tar.gz", hash = "sha256:829cbcd8b3ffde6c2d7afd423da51c4bd03423db29b25ae7bc224979876d853e"},
 ]
 
 [package.dependencies]
 boto3 = ">=1.34.131,<1.35.0"
-langchain-core = ">=0.2.29,<0.3"
-numpy = ">=1,<2"
+langchain-core = ">=0.2.33,<0.3"
+numpy = {version = ">=1.26.0,<2.0.0", markers = "python_version >= \"3.12\""}
 
 [[package]]
 name = "langchain-community"
-version = "0.2.11"
+version = "0.2.12"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_community-0.2.11-py3-none-any.whl", hash = "sha256:465c03ba1603975d141533424185e09546ecf09e379c93aee2671bdc9b325cda"},
-    {file = "langchain_community-0.2.11.tar.gz", hash = "sha256:ede261ff8202f1433f004ee90baf89f371cee37cb1abfc16dd0f8392db10b23e"},
+    {file = "langchain_community-0.2.12-py3-none-any.whl", hash = "sha256:50e74473dd2309bdef561760afbbf0c5ea17ed91fc4dfa0d52279dd16d6d34e0"},
+    {file = "langchain_community-0.2.12.tar.gz", hash = "sha256:d671cfc6a4f3b65f49a2e59ab420d0164f109d0a56fc4b4996518205c63b8c7e"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
-langchain = ">=0.2.12,<0.3.0"
-langchain-core = ">=0.2.27,<0.3.0"
+langchain = ">=0.2.13,<0.3.0"
+langchain-core = ">=0.2.30,<0.3.0"
 langsmith = ">=0.1.0,<0.2.0"
 numpy = {version = ">=1.26.0,<2.0.0", markers = "python_version >= \"3.12\""}
 PyYAML = ">=5.3"
@@ -1564,20 +1564,20 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 
 [[package]]
 name = "langchain-core"
-version = "0.2.29"
+version = "0.2.35"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_core-0.2.29-py3-none-any.whl", hash = "sha256:846c04a3bb72e409a9b928e0eb3ea1762e1473f2c4fb6df2596fbd7b3ab75973"},
-    {file = "langchain_core-0.2.29.tar.gz", hash = "sha256:491324745a7afee5a7b285c3904edd9dd0c6efa7daf26b92fec6e84a2d2f5d10"},
+    {file = "langchain_core-0.2.35-py3-none-any.whl", hash = "sha256:e994fb8598e919842205824836a584243c1fb7f44268f6f14921c529667c4e6e"},
+    {file = "langchain_core-0.2.35.tar.gz", hash = "sha256:da8f51355a4a285345c41a3232fd0f1cc3a33726eb7b3557b753ffabfeb68b3f"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
 langsmith = ">=0.1.75,<0.2.0"
 packaging = ">=23.2,<25"
-pydantic = {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""}
+pydantic = {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""}
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 typing-extensions = ">=4.7"
@@ -1609,7 +1609,7 @@ files = [
 
 [package.dependencies]
 orjson = ">=3.9.14,<4.0.0"
-pydantic = {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""}
+pydantic = {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""}
 requests = ">=2,<3"
 
 [[package]]
@@ -1863,38 +1863,38 @@ files = [
 
 [[package]]
 name = "mypy"
-version = "1.11.1"
+version = "1.11.2"
 description = "Optional static typing for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 python-versions = ">=3"
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 [[package]]
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+    {file = "scipy-1.14.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:30ac8812c1d2aab7131a79ba62933a2a76f582d5dbbc695192453dae67ad6310"},
+    {file = "scipy-1.14.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8f9ea80f2e65bdaa0b7627fb00cbeb2daf163caa015e59b7516395fe3bd1e066"},
+    {file = "scipy-1.14.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:edaf02b82cd7639db00dbff629995ef185c8df4c3ffa71a5562a595765a06ce1"},
+    {file = "scipy-1.14.1-cp312-cp312-win_amd64.whl", hash = "sha256:2ff38e22128e6c03ff73b6bb0f85f897d2362f8c052e3b8ad00532198fbdae3f"},
+    {file = "scipy-1.14.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1729560c906963fc8389f6aac023739ff3983e727b1a4d87696b7bf108316a79"},
+    {file = "scipy-1.14.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:4079b90df244709e675cdc8b93bfd8a395d59af40b72e339c2287c91860deb8e"},
+    {file = "scipy-1.14.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:e0cf28db0f24a38b2a0ca33a85a54852586e43cf6fd876365c86e0657cfe7d73"},
+    {file = "scipy-1.14.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:0c2f95de3b04e26f5f3ad5bb05e74ba7f68b837133a4492414b3afd79dfe540e"},
+    {file = "scipy-1.14.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b99722ea48b7ea25e8e015e8341ae74624f72e5f21fc2abd45f3a93266de4c5d"},
+    {file = "scipy-1.14.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5149e3fd2d686e42144a093b206aef01932a0059c2a33ddfa67f5f035bdfe13e"},
+    {file = "scipy-1.14.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e4f5a7c49323533f9103d4dacf4e4f07078f360743dec7f7596949149efeec06"},
+    {file = "scipy-1.14.1-cp313-cp313-win_amd64.whl", hash = "sha256:baff393942b550823bfce952bb62270ee17504d02a1801d7fd0719534dfb9c84"},
+    {file = "scipy-1.14.1.tar.gz", hash = "sha256:5a275584e726026a5699459aa72f828a610821006228e841b94275c4a7c08417"},
 ]
 
 [package.dependencies]
@@ -3543,8 +3552,8 @@ numpy = ">=1.23.5,<2.3"
 
 [package.extras]
 dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
-doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.13.1)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0)", "sphinx-design (>=0.4.0)"]
-test = ["Cython", "array-api-strict", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.13.1)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<=7.3.7)", "sphinx-design (>=0.4.0)"]
+test = ["Cython", "array-api-strict (>=2.0)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "sentence-transformers"
@@ -3573,13 +3582,13 @@ train = ["accelerate (>=0.20.3)", "datasets"]
 
 [[package]]
 name = "sentry-sdk"
-version = "2.12.0"
+version = "2.13.0"
 description = "Python client for Sentry (https://sentry.io)"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "sentry_sdk-2.12.0-py2.py3-none-any.whl", hash = "sha256:7a8d5163d2ba5c5f4464628c6b68f85e86972f7c636acc78aed45c61b98b7a5e"},
-    {file = "sentry_sdk-2.12.0.tar.gz", hash = "sha256:8763840497b817d44c49b3fe3f5f7388d083f2337ffedf008b2cdb63b5c86dc6"},
+    {file = "sentry_sdk-2.13.0-py2.py3-none-any.whl", hash = "sha256:6beede8fc2ab4043da7f69d95534e320944690680dd9a963178a49de71d726c6"},
+    {file = "sentry_sdk-2.13.0.tar.gz", hash = "sha256:8d4a576f7a98eb2fdb40e13106e41f330e5c79d72a68be1316e7852cf4995260"},
 ]
 
 [package.dependencies]
@@ -3607,6 +3616,7 @@ httpx = ["httpx (>=0.16.0)"]
 huey = ["huey (>=2)"]
 huggingface-hub = ["huggingface-hub (>=0.22)"]
 langchain = ["langchain (>=0.0.210)"]
+litestar = ["litestar (>=2.0.0)"]
 loguru = ["loguru (>=0.5)"]
 openai = ["openai (>=1.0.0)", "tiktoken (>=0.3.0)"]
 opentelemetry = ["opentelemetry-distro (>=0.35b0)"]
@@ -4422,4 +4432,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "3.12.3"
-content-hash = "e3c7b3e7a85f5c97cb54d04725608f2d1727915614137ae3e32c4af33a746869"
+content-hash = "98c5eb65cd6c3ece04273fc49d0166241af6958ff0db4d0de7014919aba4205f"
diff --git a/pyproject.toml b/pyproject.toml
index c3419298..94c75ff7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,7 +28,7 @@ govuk-frontend-jinja = "^3.0.0"
 pydot = "^3.0.1"
 gunicorn = "^23.0.0"
 whitenoise = "^6.7.0"
-boto3 = "^1.34.158"
+boto3 = "^1.34.162"
 pydantic = "^2.8.2"
 datamodel-code-generator = "^0.25.9"
 langchain = "^0.2"
@@ -37,7 +37,7 @@ sentence-transformers = "^3.0.1"
 bertopic = "^0.16.2"
 scikit-learn = "^1.5.1"
 umap-learn = "^0.5.5"
-scipy = "^1.14.0"
+scipy = "^1.14.1"
 numpy = "^1.26.4"
 django-types = "^0.19.1"
 django-waffle = "^4.1.0"
@@ -45,14 +45,14 @@ django-magic-link = "^1.0.0"
 django-crispy-forms = "^2.3"
 crispy-forms-gds = "^0.3.1"
 django-gov-notify = { git = "https://github.com/i-dot-ai/django-gov-notify", branch = "support-python-3-12" }
-sentry-sdk = { extras = ["redis", "rq"], version = "^2.11.0" }
+sentry-sdk = { extras = ["redis", "rq"], version = "^2.13.0" }
 torch = "~2.2"
 jsonschema = { extras = ["format"], version = "^4.23.0" }
 tiktoken = "^0.7.0"
-langchain-community = "^0.2.11"
+langchain-community = "^0.2.12"
 ijson = "^3.3.0"
 psutil = "^6.0.0"
-langchain-aws = "^0.1.16"
+langchain-aws = "^0.1.17"
 pytest-random-order = "^1.1.1"
 django-rq = "^2.10.2"
 django-redis = "^5.4.0"
@@ -60,11 +60,11 @@ honcho = "^1.1.0"
 django-storages = "^1.14.4"
 
 [tool.poetry.group.development.dependencies]
-ruff = "^0.5.7"
+ruff = "^0.6.2"
 pre-commit = "^3.8.0"
-factory_boy = "^3.3.0"
+factory_boy = "^3.3.1"
 django-extensions = "^3.2.3"
-mypy = "^1.11.0"
+mypy = "^1.11.2"
 
 [tool.mypy]
 files = '**/*.py'