diff --git a/docs/index.rst b/docs/index.rst
index fb414fb..5fd3ce8 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -63,13 +63,6 @@ Welcome to SuperNNova's documentation!
    paper/index.rst
    paper/paper.rst
 
-.. toctree::
-   :glob:
-   :maxdepth: 1
-   :caption: Implemenatation of SWAG
-
-   Implementation of SWAG <swag_implementation>
-
 .. toctree::
    :glob:
    :maxdepth: 1
diff --git a/docs/installation/python.rst b/docs/installation/python.rst
index d6b284b..a776d25 100644
--- a/docs/installation/python.rst
+++ b/docs/installation/python.rst
@@ -45,7 +45,7 @@ if you create environment from "conda_gpu_env.yml".
     which poetry # should print <conda env>/bin/poetry
     poetry install
 
-For developers, please refer to `Notes for Developers <../notes_for_developers.md# Installing Development Dependencies>`_.
+For developers, please refer to :ref:`dev-python-env`.
 
 
 .. _DockerConfigurations:
diff --git a/docs/notes_for_developers.md b/docs/notes_for_developers.md
index 43fe33f..3398122 100644
--- a/docs/notes_for_developers.md
+++ b/docs/notes_for_developers.md
@@ -40,6 +40,7 @@ A local development copy of the code base can be obtained and configured as foll
 Although not strictly necessary, it is recommended that you configure the branch permissions of any forked repositories as detailed in the *GitHub* configuration section below.
 :::
 
+(dev-python-env)=
 # Python environments for development
 
 Python development should always be managed using a Python environment. Both Conda and Poetry ([see here for an introduction](https://python-poetry.org)) are used to manage this project. It simplifies & helps with managing the following:
diff --git a/poetry.lock b/poetry.lock
index fafe6aa..f9ec3f5 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -162,14 +162,14 @@ files = [
 
 [[package]]
 name = "build"
-version = "1.2.1"
+version = "1.2.2"
 description = "A simple, correct Python build frontend"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "build-1.2.1-py3-none-any.whl", hash = "sha256:75e10f767a433d9a86e50d83f418e83efc18ede923ee5ff7df93b6cb0306c5d4"},
-    {file = "build-1.2.1.tar.gz", hash = "sha256:526263f4870c26f26c433545579475377b2b7588b6f1eac76a001e873ae3e19d"},
+    {file = "build-1.2.2-py3-none-any.whl", hash = "sha256:277ccc71619d98afdd841a0e96ac9fe1593b823af481d3b0cea748e8894e0613"},
+    {file = "build-1.2.2.tar.gz", hash = "sha256:119b2fb462adef986483438377a13b2f42064a2a3a4161f24a0cca698a07ac8c"},
 ]
 
 [package.dependencies]
@@ -220,91 +220,91 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
-    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
+    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
 [[package]]
 name = "cffi"
-version = "1.17.0"
+version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 category = "main"
 optional = false
 python-versions = ">=3.8"
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 name = "coverage"
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 ]
 
 [package.dependencies]
@@ -685,7 +706,7 @@ nox = ["nox"]
 pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "cryptography-vectors (==43.0.0)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "cryptography-vectors (==43.0.1)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
 [[package]]
@@ -706,14 +727,14 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "databricks-sdk"
-version = "0.30.0"
+version = "0.32.2"
 description = "Databricks SDK for Python (Beta)"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -877,18 +898,6 @@ https = ["urllib3 (>=1.24.1)"]
 paramiko = ["paramiko"]
 pgp = ["gpg"]
 
-[[package]]
-name = "entrypoints"
-version = "0.4"
-description = "Discover and load entry points from installed packages."
-category = "main"
-optional = false
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-
 [[package]]
 name = "fastjsonschema"
 version = "2.20.0"
@@ -906,20 +915,20 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
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+version = "3.16.1"
 description = "A platform independent file lock."
 category = "main"
 optional = false
 python-versions = ">=3.8"
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 [package.extras]
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+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "flask"
@@ -1091,14 +1100,14 @@ test = ["coveralls (>=3.3,<4)", "iso8601 (>=1,<2)", "mock (>=4,<5)", "pytest (>=
 
 [[package]]
 name = "graphql-core"
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+version = "3.2.4"
 description = "GraphQL implementation for Python, a port of GraphQL.js, the JavaScript reference implementation for GraphQL."
 category = "main"
 optional = false
-python-versions = ">=3.6,<4"
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 ]
 
 [[package]]
@@ -1118,70 +1127,78 @@ graphql-core = ">=3.2,<3.3"
 
 [[package]]
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-version = "3.0.3"
+version = "3.1.0"
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 python-versions = ">=3.7"
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@@ -1246,14 +1263,14 @@ numpy = ">=1.17.3"
 
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 version = "1.4.1"
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 ]
 
 [[package]]
@@ -1859,14 +1889,14 @@ psutil = "*"
 
 [[package]]
 name = "mlflow"
-version = "2.15.1"
+version = "2.16.2"
 description = "MLflow is an open source platform for the complete machine learning lifecycle"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "mlflow-2.15.1.tar.gz", hash = "sha256:88da13f547cedce992d4614a4547f44bcdaf369e893179dd9a8bfa60338011bf"},
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+    {file = "mlflow-2.16.2.tar.gz", hash = "sha256:322512bcdd13d87039cd60ebcd4370ce16115fb5360905010978575202e57876"},
 ]
 
 [package.dependencies]
@@ -1874,18 +1904,17 @@ alembic = "<1.10.0 || >1.10.0,<2"
 docker = ">=4.0.0,<8"
 Flask = "<4"
 graphene = "<4"
-gunicorn = {version = "<23", markers = "platform_system != \"Windows\""}
+gunicorn = {version = "<24", markers = "platform_system != \"Windows\""}
 Jinja2 = [
     {version = ">=2.11,<4", markers = "platform_system != \"Windows\""},
     {version = ">=3.0,<4", markers = "platform_system == \"Windows\""},
 ]
 markdown = ">=3.3,<4"
 matplotlib = "<4"
-mlflow-skinny = "2.15.1"
-numpy = "<2"
+mlflow-skinny = "2.16.2"
+numpy = "<3"
 pandas = "<3"
-pyarrow = ">=4.0.0,<16"
-querystring-parser = "<2"
+pyarrow = ">=4.0.0,<18"
 scikit-learn = "<2"
 scipy = "<2"
 sqlalchemy = ">=1.4.0,<3"
@@ -1898,20 +1927,20 @@ extras = ["azureml-core (>=1.2.0)", "boto3", "botocore", "google-cloud-storage (
 gateway = ["aiohttp (<4)", "boto3 (>=1.28.56,<2)", "fastapi (<1)", "pydantic (>=1.0,<3)", "slowapi (>=0.1.9,<1)", "tiktoken (<1)", "uvicorn[standard] (<1)", "watchfiles (<1)"]
 genai = ["aiohttp (<4)", "boto3 (>=1.28.56,<2)", "fastapi (<1)", "pydantic (>=1.0,<3)", "slowapi (>=0.1.9,<1)", "tiktoken (<1)", "uvicorn[standard] (<1)", "watchfiles (<1)"]
 jfrog = ["mlflow-jfrog-plugin"]
-langchain = ["langchain (>=0.1.0,<=0.2.11)"]
+langchain = ["langchain (>=0.1.0,<=0.2.15)"]
 sqlserver = ["mlflow-dbstore"]
 xethub = ["mlflow-xethub"]
 
 [[package]]
 name = "mlflow-skinny"
-version = "2.15.1"
+version = "2.16.2"
 description = "MLflow is an open source platform for the complete machine learning lifecycle"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1919,14 +1948,12 @@ cachetools = ">=5.0.0,<6"
 click = ">=7.0,<9"
 cloudpickle = "<4"
 databricks-sdk = ">=0.20.0,<1"
-entrypoints = "<1"
 gitpython = ">=3.1.9,<4"
-importlib-metadata = ">=3.7.0,<4.7.0 || >4.7.0,<8"
+importlib-metadata = ">=3.7.0,<4.7.0 || >4.7.0,<9"
 opentelemetry-api = ">=1.9.0,<3"
 opentelemetry-sdk = ">=1.9.0,<3"
 packaging = "<25"
 protobuf = ">=3.12.0,<6"
-pytz = "<2025"
 pyyaml = ">=5.1,<7"
 requests = ">=2.17.3,<3"
 sqlparse = ">=0.4.0,<1"
@@ -1938,86 +1965,94 @@ extras = ["azureml-core (>=1.2.0)", "boto3", "botocore", "google-cloud-storage (
 gateway = ["aiohttp (<4)", "boto3 (>=1.28.56,<2)", "fastapi (<1)", "pydantic (>=1.0,<3)", "slowapi (>=0.1.9,<1)", "tiktoken (<1)", "uvicorn[standard] (<1)", "watchfiles (<1)"]
 genai = ["aiohttp (<4)", "boto3 (>=1.28.56,<2)", "fastapi (<1)", "pydantic (>=1.0,<3)", "slowapi (>=0.1.9,<1)", "tiktoken (<1)", "uvicorn[standard] (<1)", "watchfiles (<1)"]
 jfrog = ["mlflow-jfrog-plugin"]
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-    {file = "virtualenv-20.26.3.tar.gz", hash = "sha256:4c43a2a236279d9ea36a0d76f98d84bd6ca94ac4e0f4a3b9d46d05e10fea542a"},
+    {file = "virtualenv-20.26.5-py3-none-any.whl", hash = "sha256:4f3ac17b81fba3ce3bd6f4ead2749a72da5929c01774948e243db9ba41df4ff6"},
+    {file = "virtualenv-20.26.5.tar.gz", hash = "sha256:ce489cac131aa58f4b25e321d6d186171f78e6cb13fafbf32a840cee67733ff4"},
 ]
 
 [package.dependencies]
@@ -3967,19 +3990,23 @@ test = ["pytest"]
 
 [[package]]
 name = "zipp"
-version = "3.20.0"
+version = "3.20.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.20.0-py3-none-any.whl", hash = "sha256:58da6168be89f0be59beb194da1250516fdaa062ccebd30127ac65d30045e10d"},
-    {file = "zipp-3.20.0.tar.gz", hash = "sha256:0145e43d89664cfe1a2e533adc75adafed82fe2da404b4bbb6b026c0157bdb31"},
+    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
+    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
 ]
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
 
 [extras]
 dev = ["pre-commit", "pytest", "pytest-cov", "mypy", "black", "ruff", "line-profiler", "memory-profiler"]