diff --git a/docs/poetry.lock b/docs/poetry.lock
index 0430c326..81ff5a95 100644
--- a/docs/poetry.lock
+++ b/docs/poetry.lock
@@ -77,8 +77,10 @@ files = [
 ]
 
 [package.dependencies]
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
+typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
@@ -170,17 +172,17 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[package]]
 name = "boto3"
-version = "1.34.142"
+version = "1.34.143"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.142-py3-none-any.whl", hash = "sha256:cae11cb54f79795e44248a9e53ec5c7328519019df1ba54bc01413f51c548626"},
-    {file = "boto3-1.34.142.tar.gz", hash = "sha256:72daee953cfa0631c584c9e3aef594079e1fe6a2f64c81ff791dab9a7b25c013"},
+    {file = "boto3-1.34.143-py3-none-any.whl", hash = "sha256:0d16832f23e6bd3ae94e35ea8e625529850bfad9baccd426de96ad8f445d8e03"},
+    {file = "boto3-1.34.143.tar.gz", hash = "sha256:b590ce80c65149194def43ebf0ea1cf0533945502507837389a8d22e3ecbcf05"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.142,<1.35.0"
+botocore = ">=1.34.143,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -189,19 +191,22 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.142"
+version = "1.34.143"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.142-py3-none-any.whl", hash = "sha256:9d8095bab0b93b9064e856730a7ffbbb4f897353d3170bec9ddccc5f4a3753bc"},
-    {file = "botocore-1.34.142.tar.gz", hash = "sha256:2eeb8e6be729c1f8ded723970ed6c6ac29cc3014d86a99e73428fa8bdca81f63"},
+    {file = "botocore-1.34.143-py3-none-any.whl", hash = "sha256:094aea179e8aaa1bc957ad49cc27d93b189dd3a1f3075d8b0ca7c445a2a88430"},
+    {file = "botocore-1.34.143.tar.gz", hash = "sha256:059f032ec05733a836e04e869c5a15534420102f93116f3bc9a5b759b0651caf"},
 ]
 
 [package.dependencies]
 jmespath = ">=0.7.1,<2.0.0"
 python-dateutil = ">=2.1,<3.0.0"
-urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
+urllib3 = [
+    {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""},
+    {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""},
+]
 
 [package.extras]
 crt = ["awscrt (==0.20.11)"]
@@ -458,6 +463,20 @@ files = [
     {file = "docutils-0.21.2.tar.gz", hash = "sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f"},
 ]
 
+[[package]]
+name = "exceptiongroup"
+version = "1.2.1"
+description = "Backport of PEP 654 (exception groups)"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "exceptiongroup-1.2.1-py3-none-any.whl", hash = "sha256:5258b9ed329c5bbdd31a309f53cbfb0b155341807f6ff7606a1e801a891b29ad"},
+    {file = "exceptiongroup-1.2.1.tar.gz", hash = "sha256:a4785e48b045528f5bfe627b6ad554ff32def154f42372786903b7abcfe1aa16"},
+]
+
+[package.extras]
+test = ["pytest (>=6)"]
+
 [[package]]
 name = "faiss-cpu"
 version = "1.8.0.post1"
@@ -643,8 +662,14 @@ files = [
 [package.dependencies]
 google-auth = ">=2.14.1,<3.0.dev0"
 googleapis-common-protos = ">=1.56.2,<2.0.dev0"
-grpcio = {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""}
-grpcio-status = {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""}
+grpcio = [
+    {version = ">=1.33.2,<2.0dev", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
+]
+grpcio-status = [
+    {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
+]
 proto-plus = ">=1.22.3,<2.0.0dev"
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
 requests = ">=2.18.0,<3.0.0.dev0"
@@ -842,61 +867,61 @@ typing-extensions = ">=4.7,<5"
 
 [[package]]
 name = "grpcio"
-version = "1.64.1"
+version = "1.65.0"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
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+    {file = "grpcio-1.65.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:03eab632a8ce8dba00d97482d2821bf752a7c3cb4dc051be6c587ad3ca1c3e6d"},
+    {file = "grpcio-1.65.0-cp39-cp39-win32.whl", hash = "sha256:f19bb85795ca82e007be427e7b6ac5e730023ffbab69d39ddeb1b84c6339df16"},
+    {file = "grpcio-1.65.0-cp39-cp39-win_amd64.whl", hash = "sha256:dbd7eeafa67d8e403ac61caa31ebda2861435dcfd7bb7953c4ef05ad2ecf74bf"},
+    {file = "grpcio-1.65.0.tar.gz", hash = "sha256:2c7891f66daefc80cce1bed6bc0c2802d26dac46544ba1be79c4e7d85661dd73"},
 ]
 
 [package.extras]
-protobuf = ["grpcio-tools (>=1.64.1)"]
+protobuf = ["grpcio-tools (>=1.65.0)"]
 
 [[package]]
 name = "grpcio-status"
@@ -1051,6 +1076,25 @@ files = [
     {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"},
 ]
 
+[[package]]
+name = "importlib-metadata"
+version = "8.0.0"
+description = "Read metadata from Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "importlib_metadata-8.0.0-py3-none-any.whl", hash = "sha256:15584cf2b1bf449d98ff8a6ff1abef57bf20f3ac6454f431736cd3e660921b2f"},
+    {file = "importlib_metadata-8.0.0.tar.gz", hash = "sha256:188bd24e4c346d3f0a933f275c2fec67050326a856b9a359881d7c2a697e8812"},
+]
+
+[package.dependencies]
+zipp = ">=0.5"
+
+[package.extras]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+perf = ["ipython"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+
 [[package]]
 name = "jinja2"
 version = "3.1.4"
@@ -1210,6 +1254,7 @@ files = [
 ]
 
 [package.dependencies]
+importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
 jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
@@ -1253,10 +1298,10 @@ files = [
 
 [[package]]
 name = "lightrag"
-version = "0.0.0-alpha.16"
-description = "The 'PyTorch' library for LLM applications. RAG=Retriever-Agent-Generator."
+version = "0.0.0-beta.1"
+description = "The Lightning Library for LLM Applications."
 optional = false
-python-versions = ">=3.10, <4.0"
+python-versions = ">=3.9, <4.0"
 files = []
 develop = true
 
@@ -1391,6 +1436,7 @@ files = [
 beautifulsoup4 = "*"
 bleach = "!=5.0.0"
 defusedxml = "*"
+importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
 jinja2 = ">=3.0"
 jupyter-core = ">=4.7"
 jupyterlab-pygments = "*"
@@ -1500,13 +1546,13 @@ files = [
 
 [[package]]
 name = "openai"
-version = "1.35.12"
+version = "1.35.13"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
-    {file = "openai-1.35.12-py3-none-any.whl", hash = "sha256:c3a8c9be524480ae32a3212b78d90786b112844eb8f96235ebb8bc5f35cb1e72"},
-    {file = "openai-1.35.12.tar.gz", hash = "sha256:2dd0f1d9ff34bf6bc89d15246245369d281b2ba01ae07eae5555a00da4b51e0b"},
+    {file = "openai-1.35.13-py3-none-any.whl", hash = "sha256:36ec3e93e0d1f243f69be85c89b9221a471c3e450dfd9df16c9829e3cdf63e60"},
+    {file = "openai-1.35.13.tar.gz", hash = "sha256:c684f3945608baf7d2dcc0ef3ee6f3e27e4c66f21076df0b47be45d57e6ae6e4"},
 ]
 
 [package.dependencies]
@@ -1573,12 +1619,12 @@ dev = ["jinja2"]
 
 [[package]]
 name = "pgvector"
-version = "0.3.0"
+version = "0.3.1"
 description = "pgvector support for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pgvector-0.3.0-py2.py3-none-any.whl", hash = "sha256:2fab31f62927ac807a7b398274ca03ccc0bab675989be7258ded3131a525c7b0"},
+    {file = "pgvector-0.3.1-py2.py3-none-any.whl", hash = "sha256:7da0629915083a9769b9a73481efb4cdc9122cfd35fc7a9248ce43d177a9c8e8"},
 ]
 
 [package.dependencies]
@@ -1718,8 +1764,8 @@ files = [
 annotated-types = ">=0.4.0"
 pydantic-core = "2.20.1"
 typing-extensions = [
-    {version = ">=4.12.2", markers = "python_version >= \"3.13\""},
     {version = ">=4.6.1", markers = "python_version < \"3.13\""},
+    {version = ">=4.12.2", markers = "python_version >= \"3.13\""},
 ]
 
 [package.extras]
@@ -2550,6 +2596,7 @@ babel = ">=2.9"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 docutils = ">=0.18.1,<0.22"
 imagesize = ">=1.3"
+importlib-metadata = {version = ">=4.8", markers = "python_version < \"3.10\""}
 Jinja2 = ">=3.0"
 packaging = ">=21.0"
 Pygments = ">=2.14"
@@ -2561,6 +2608,7 @@ sphinxcontrib-htmlhelp = ">=2.0.0"
 sphinxcontrib-jsmath = "*"
 sphinxcontrib-qthelp = "*"
 sphinxcontrib-serializinghtml = ">=1.1.9"
+tomli = {version = ">=2", markers = "python_version < \"3.11\""}
 
 [package.extras]
 docs = ["sphinxcontrib-websupport"]
@@ -2977,6 +3025,17 @@ dev = ["tokenizers[testing]"]
 docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
 testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
 
+[[package]]
+name = "tomli"
+version = "2.0.1"
+description = "A lil' TOML parser"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+]
+
 [[package]]
 name = "tornado"
 version = "6.4.1"
@@ -3034,13 +3093,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "transformers"
-version = "4.42.3"
+version = "4.42.4"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "transformers-4.42.3-py3-none-any.whl", hash = "sha256:a61a0df9609b7d69229d941b2fd857c841ba3043d6da503d0da1a4b133f65b92"},
-    {file = "transformers-4.42.3.tar.gz", hash = "sha256:7539873ff45809145265cbc94ea4619d2713c41ceaa277b692d8b0be3430f7eb"},
+    {file = "transformers-4.42.4-py3-none-any.whl", hash = "sha256:6d59061392d0f1da312af29c962df9017ff3c0108c681a56d1bc981004d16d24"},
+    {file = "transformers-4.42.4.tar.gz", hash = "sha256:f956e25e24df851f650cb2c158b6f4352dfae9d702f04c113ed24fc36ce7ae2d"},
 ]
 
 [package.dependencies]
@@ -3102,18 +3161,43 @@ vision = ["Pillow (>=10.0.1,<=15.0)"]
 
 [[package]]
 name = "types-requests"
-version = "2.32.0.20240622"
+version = "2.31.0.6"
+description = "Typing stubs for requests"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "types-requests-2.31.0.6.tar.gz", hash = "sha256:cd74ce3b53c461f1228a9b783929ac73a666658f223e28ed29753771477b3bd0"},
+    {file = "types_requests-2.31.0.6-py3-none-any.whl", hash = "sha256:a2db9cb228a81da8348b49ad6db3f5519452dd20a9c1e1a868c83c5fe88fd1a9"},
+]
+
+[package.dependencies]
+types-urllib3 = "*"
+
+[[package]]
+name = "types-requests"
+version = "2.32.0.20240712"
 description = "Typing stubs for requests"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-requests-2.32.0.20240622.tar.gz", hash = "sha256:ed5e8a412fcc39159d6319385c009d642845f250c63902718f605cd90faade31"},
-    {file = "types_requests-2.32.0.20240622-py3-none-any.whl", hash = "sha256:97bac6b54b5bd4cf91d407e62f0932a74821bc2211f22116d9ee1dd643826caf"},
+    {file = "types-requests-2.32.0.20240712.tar.gz", hash = "sha256:90c079ff05e549f6bf50e02e910210b98b8ff1ebdd18e19c873cd237737c1358"},
+    {file = "types_requests-2.32.0.20240712-py3-none-any.whl", hash = "sha256:f754283e152c752e46e70942fa2a146b5bc70393522257bb85bd1ef7e019dcc3"},
 ]
 
 [package.dependencies]
 urllib3 = ">=2"
 
+[[package]]
+name = "types-urllib3"
+version = "1.26.25.14"
+description = "Typing stubs for urllib3"
+optional = false
+python-versions = "*"
+files = [
+    {file = "types-urllib3-1.26.25.14.tar.gz", hash = "sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f"},
+    {file = "types_urllib3-1.26.25.14-py3-none-any.whl", hash = "sha256:9683bbb7fb72e32bfe9d2be6e04875fbe1b3eeec3cbb4ea231435aa7fd6b4f0e"},
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.12.2"
@@ -3136,6 +3220,22 @@ files = [
     {file = "uritemplate-4.1.1.tar.gz", hash = "sha256:4346edfc5c3b79f694bccd6d6099a322bbeb628dbf2cd86eea55a456ce5124f0"},
 ]
 
+[[package]]
+name = "urllib3"
+version = "1.26.19"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+files = [
+    {file = "urllib3-1.26.19-py2.py3-none-any.whl", hash = "sha256:37a0344459b199fce0e80b0d3569837ec6b6937435c5244e7fd73fa6006830f3"},
+    {file = "urllib3-1.26.19.tar.gz", hash = "sha256:3e3d753a8618b86d7de333b4223005f68720bcd6a7d2bcb9fbd2229ec7c1e429"},
+]
+
+[package.extras]
+brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
+socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+
 [[package]]
 name = "urllib3"
 version = "2.2.2"
@@ -3164,7 +3264,22 @@ files = [
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
 ]
 
+[[package]]
+name = "zipp"
+version = "3.19.2"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
+    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
+]
+
+[package.extras]
+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)"]
+
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.11, <4.0"
-content-hash = "80950ed5eff2c0caf8bf347256c4301dbee61fa505d0114d54aaacd8ff818ebd"
+python-versions = ">=3.9, <4.0"
+content-hash = "750e5d2e192e64f5515e397f3c927fe47aebcdd40d0dd4f8b4f7d67cb48a4712"
diff --git a/poetry.lock b/poetry.lock
index 5b79f07e..f3243af7 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -4744,13 +4744,13 @@ files = [
 
 [[package]]
 name = "types-requests"
-version = "2.32.0.20240622"
+version = "2.32.0.20240712"
 description = "Typing stubs for requests"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-requests-2.32.0.20240622.tar.gz", hash = "sha256:ed5e8a412fcc39159d6319385c009d642845f250c63902718f605cd90faade31"},
-    {file = "types_requests-2.32.0.20240622-py3-none-any.whl", hash = "sha256:97bac6b54b5bd4cf91d407e62f0932a74821bc2211f22116d9ee1dd643826caf"},
+    {file = "types-requests-2.32.0.20240712.tar.gz", hash = "sha256:90c079ff05e549f6bf50e02e910210b98b8ff1ebdd18e19c873cd237737c1358"},
+    {file = "types_requests-2.32.0.20240712-py3-none-any.whl", hash = "sha256:f754283e152c752e46e70942fa2a146b5bc70393522257bb85bd1ef7e019dcc3"},
 ]
 
 [package.dependencies]