diff --git a/pdm.lock b/pdm.lock
index 820b2a7..b68fee0 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -5,7 +5,7 @@
 groups = ["default", "docs", "lint", "test"]
 strategy = ["cross_platform"]
 lock_version = "4.4.1"
-content_hash = "sha256:59b7a22c5ee38ad98f6897c17299eb64d2161855742d8fb36b41bbaef5e0e7fa"
+content_hash = "sha256:edec106befa0b63c2236d429b7ffb3a573c8cea2dff0b46f7cd8d4efb74a4e4c"
 
 [[package]]
 name = "aiohttp"
@@ -301,12 +301,12 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.6.2"
+version = "2024.7.4"
 requires_python = ">=3.6"
 summary = "Python package for providing Mozilla's CA Bundle."
 files = [
-    {file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"},
-    {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
+    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
+    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
 ]
 
 [[package]]
@@ -748,7 +748,7 @@ files = [
 
 [[package]]
 name = "google-auth"
-version = "2.30.0"
+version = "2.32.0"
 requires_python = ">=3.7"
 summary = "Google Authentication Library"
 dependencies = [
@@ -757,13 +757,13 @@ dependencies = [
     "rsa<5,>=3.1.4",
 ]
 files = [
-    {file = "google-auth-2.30.0.tar.gz", hash = "sha256:ab630a1320f6720909ad76a7dbdb6841cdf5c66b328d690027e4867bdfb16688"},
-    {file = "google_auth-2.30.0-py2.py3-none-any.whl", hash = "sha256:8df7da660f62757388b8a7f249df13549b3373f24388cb5d2f1dd91cc18180b5"},
+    {file = "google_auth-2.32.0-py2.py3-none-any.whl", hash = "sha256:53326ea2ebec768070a94bee4e1b9194c9646ea0c2bd72422785bd0f9abfad7b"},
+    {file = "google_auth-2.32.0.tar.gz", hash = "sha256:49315be72c55a6a37d62819e3573f6b416aca00721f7e3e31a008d928bf64022"},
 ]
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.57.0"
+version = "1.58.0"
 requires_python = ">=3.8"
 summary = "Vertex AI API client library"
 dependencies = [
@@ -780,8 +780,8 @@ dependencies = [
     "shapely<3.0.0dev",
 ]
 files = [
-    {file = "google-cloud-aiplatform-1.57.0.tar.gz", hash = "sha256:113905f100cb0a9ad744a2445a7675f92f28600233ba499614aa704d11a809b7"},
-    {file = "google_cloud_aiplatform-1.57.0-py2.py3-none-any.whl", hash = "sha256:ca5391a56e0cc8f4ed39a2beb7be02f51936ff04fd5304775a72a86c345d0e47"},
+    {file = "google-cloud-aiplatform-1.58.0.tar.gz", hash = "sha256:7a05aceac4a6c7eaa26e684e9f202b829cc7e57f82bffe7281684275a553fcad"},
+    {file = "google_cloud_aiplatform-1.58.0-py2.py3-none-any.whl", hash = "sha256:21f1320860f4916183ec939fdf2ff3fc1d7fdde97fe5795974257ab21f9458ec"},
 ]
 
 [[package]]
@@ -819,7 +819,7 @@ files = [
 
 [[package]]
 name = "google-cloud-resource-manager"
-version = "1.12.3"
+version = "1.12.4"
 requires_python = ">=3.7"
 summary = "Google Cloud Resource Manager API client library"
 dependencies = [
@@ -827,11 +827,11 @@ dependencies = [
     "google-auth!=2.24.0,!=2.25.0,<3.0.0dev,>=2.14.1",
     "grpc-google-iam-v1<1.0.0dev,>=0.12.4",
     "proto-plus<2.0.0dev,>=1.22.3",
-    "protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.19.5",
+    "protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0dev,>=3.20.2",
 ]
 files = [
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-    {file = "google_cloud_resource_manager-1.12.3-py2.py3-none-any.whl", hash = "sha256:92be7d6959927b76d90eafc4028985c37975a46ded5466a018f02e8649e113d4"},
+    {file = "google-cloud-resource-manager-1.12.4.tar.gz", hash = "sha256:3eda914a925e92465ef80faaab7e0f7a9312d486dd4e123d2c76e04bac688ff0"},
+    {file = "google_cloud_resource_manager-1.12.4-py2.py3-none-any.whl", hash = "sha256:0b6663585f7f862166c0fb4c55fdda721fce4dc2dc1d5b52d03ee4bf2653a85f"},
 ]
 
 [[package]]
@@ -1221,12 +1221,12 @@ files = [
 
 [[package]]
 name = "identify"
-version = "2.5.36"
+version = "2.6.0"
 requires_python = ">=3.8"
 summary = "File identification library for Python"
 files = [
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+    {file = "identify-2.6.0-py2.py3-none-any.whl", hash = "sha256:e79ae4406387a9d300332b5fd366d8994f1525e8414984e1a59e058b2eda2dd0"},
+    {file = "identify-2.6.0.tar.gz", hash = "sha256:cb171c685bdc31bcc4c1734698736a7d5b6c8bf2e0c15117f4d469c8640ae5cf"},
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 [[package]]
@@ -1341,7 +1341,7 @@ files = [
 
 [[package]]
 name = "llama-index-agent-openai"
-version = "0.2.7"
+version = "0.2.8"
 requires_python = "<4.0,>=3.8.1"
 summary = "llama-index agent openai integration"
 dependencies = [
@@ -1350,8 +1350,8 @@ dependencies = [
     "openai>=1.14.0",
 ]
 files = [
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-    {file = "llama_index_agent_openai-0.2.7.tar.gz", hash = "sha256:13ce535f03e32c821763c01e26af4222f3981178622414d3868013a1946e8124"},
+    {file = "llama_index_agent_openai-0.2.8-py3-none-any.whl", hash = "sha256:e3e5c58cb1347d336a41391c60539098655f38fa57c1023063df5cfc5f468ef6"},
+    {file = "llama_index_agent_openai-0.2.8.tar.gz", hash = "sha256:7f123e86992d6c33f310d36331c32989a921cb76abe9d0fd1cf1e40a7eb65d2e"},
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 [[package]]
@@ -1371,7 +1371,7 @@ files = [
 
 [[package]]
 name = "llama-index-core"
-version = "0.10.50.post1"
+version = "0.10.53.post1"
 requires_python = "<4.0,>=3.8.1"
 summary = "Interface between LLMs and your data"
 dependencies = [
@@ -1400,8 +1400,8 @@ dependencies = [
     "wrapt",
 ]
 files = [
-    {file = "llama_index_core-0.10.50.post1-py3-none-any.whl", hash = "sha256:b97cbb26675bcd9318747479529ce2f74cc75ed83852900ba053f4a980cb26f6"},
-    {file = "llama_index_core-0.10.50.post1.tar.gz", hash = "sha256:cb5999fc09a951b1c5f1118ddbb8573da20116510f070f689231f471ca38aa3f"},
+    {file = "llama_index_core-0.10.53.post1-py3-none-any.whl", hash = "sha256:565d0967dd8f05456c66f5aca6ee6ee3dbc5645b6a55c81957f776ff029d6a99"},
+    {file = "llama_index_core-0.10.53.post1.tar.gz", hash = "sha256:6219a737b66c887b406814b0d9db6e24addd35f3136ffb6a879e54ac3f133406"},
 ]
 
 [[package]]
@@ -1576,15 +1576,15 @@ files = [
 
 [[package]]
 name = "llama-index-llms-openai"
-version = "0.1.23"
+version = "0.1.25"
 requires_python = "<4.0,>=3.8.1"
 summary = "llama-index llms openai integration"
 dependencies = [
     "llama-index-core<0.11.0,>=0.10.24",
 ]
 files = [
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-    {file = "llama_index_llms_openai-0.1.23.tar.gz", hash = "sha256:b40289c47fda9df86c8177999d6af0a47fce14fe4324572ea2fe25bbdbd05021"},
+    {file = "llama_index_llms_openai-0.1.25-py3-none-any.whl", hash = "sha256:d1922ad2f2bb4697a6ee2f61793aeb2f5c5606302639559dd9bb0a1d6ab9e73f"},
+    {file = "llama_index_llms_openai-0.1.25.tar.gz", hash = "sha256:49750f71d58e762a597ce639a2ccb119195c47aefa8a48c55c77be8a5cec4bc5"},
 ]
 
 [[package]]
@@ -1631,7 +1631,7 @@ files = [
 
 [[package]]
 name = "llama-index-multi-modal-llms-openai"
-version = "0.1.6"
+version = "0.1.7"
 requires_python = "<4.0,>=3.8.1"
 summary = "llama-index multi-modal-llms openai integration"
 dependencies = [
@@ -1639,8 +1639,7 @@ dependencies = [
     "llama-index-llms-openai<0.2.0,>=0.1.1",
 ]
 files = [
-    {file = "llama_index_multi_modal_llms_openai-0.1.6-py3-none-any.whl", hash = "sha256:0b6950a6cf98d16ade7d3b9dd0821ecfe457ca103819ae6c3e66cfc9634ca646"},
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+    {file = "llama_index_multi_modal_llms_openai-0.1.7-py3-none-any.whl", hash = "sha256:a86fa4a8f8372da31b978cc28d14da75ce6a39f42b1eea90cd3ac93017644766"},
 ]
 
 [[package]]
@@ -1675,7 +1674,7 @@ files = [
 
 [[package]]
 name = "llama-index-readers-file"
-version = "0.1.25"
+version = "0.1.29"
 requires_python = "<4.0,>=3.8.1"
 summary = "llama-index readers file integration"
 dependencies = [
@@ -1685,22 +1684,22 @@ dependencies = [
     "striprtf<0.0.27,>=0.0.26",
 ]
 files = [
-    {file = "llama_index_readers_file-0.1.25-py3-none-any.whl", hash = "sha256:bc659e432d441c445e110580340675aa60abae1d82add4f65e559dfe8add541b"},
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+    {file = "llama_index_readers_file-0.1.29.tar.gz", hash = "sha256:f9f696e738383e7d14078e75958fba5a7030f7994a20586e3140e1ca41395a54"},
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 [[package]]
 name = "llama-index-readers-llama-parse"
-version = "0.1.4"
+version = "0.1.6"
 requires_python = "<4.0,>=3.8.1"
 summary = "llama-index readers llama-parse integration"
 dependencies = [
     "llama-index-core<0.11.0,>=0.10.7",
-    "llama-parse<0.5.0,>=0.4.0",
+    "llama-parse>=0.4.0",
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 files = [
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 [[package]]
@@ -1852,19 +1851,22 @@ files = [
 
 [[package]]
 name = "milvus-lite"
-version = "2.4.7"
+version = "2.4.8"
 requires_python = ">=3.7"
 summary = "A lightweight version of Milvus wrapped with Python."
+dependencies = [
+    "tqdm",
+]
 files = [
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 [[package]]
 name = "mistralai"
-version = "0.4.1"
+version = "0.4.2"
 requires_python = "<4.0,>=3.9"
 summary = ""
 dependencies = [
@@ -1873,8 +1875,8 @@ dependencies = [
     "pydantic<3,>=2.5.2",
 ]
 files = [
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 ]
 
 [[package]]
@@ -2074,38 +2076,41 @@ files = [
 
 [[package]]
 name = "orjson"
-version = "3.10.5"
+version = "3.10.6"
 requires_python = ">=3.8"
 summary = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 files = [
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 ]
 
 [[package]]
@@ -2983,12 +2987,12 @@ files = [
 
 [[package]]
 name = "setuptools"
-version = "70.1.1"
+version = "70.2.0"
 requires_python = ">=3.8"
 summary = "Easily download, build, install, upgrade, and uninstall Python packages"
 files = [
-    {file = "setuptools-70.1.1-py3-none-any.whl", hash = "sha256:a58a8fde0541dab0419750bcc521fbdf8585f6e5cb41909df3a472ef7b81ca95"},
-    {file = "setuptools-70.1.1.tar.gz", hash = "sha256:937a48c7cdb7a21eb53cd7f9b59e525503aa8abaf3584c730dc5f7a5bec3a650"},
+    {file = "setuptools-70.2.0-py3-none-any.whl", hash = "sha256:b8b8060bb426838fbe942479c90296ce976249451118ef566a5a0b7d8b78fb05"},
+    {file = "setuptools-70.2.0.tar.gz", hash = "sha256:bd63e505105011b25c3c11f753f7e3b8465ea739efddaccef8f0efac2137bac1"},
 ]
 
 [[package]]
@@ -3160,12 +3164,12 @@ files = [
 
 [[package]]
 name = "tenacity"
-version = "8.4.2"
+version = "8.5.0"
 requires_python = ">=3.8"
 summary = "Retry code until it succeeds"
 files = [
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+    {file = "tenacity-8.5.0-py3-none-any.whl", hash = "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687"},
+    {file = "tenacity-8.5.0.tar.gz", hash = "sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78"},
 ]
 
 [[package]]
@@ -3429,7 +3433,7 @@ files = [
 
 [[package]]
 name = "unstract-adapters"
-version = "0.20.1"
+version = "0.21.0"
 requires_python = "<3.12,>=3.9"
 summary = "Unstract interface for LLMs, Embeddings and VectorDBs"
 dependencies = [
@@ -3457,8 +3461,8 @@ dependencies = [
     "singleton-decorator~=1.0.0",
 ]
 files = [
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+    {file = "unstract_adapters-0.21.0.tar.gz", hash = "sha256:ebb8f80b7f26f04874bb5466fe0be8c3e1b51d44ed85c4e62289a7751c996af6"},
 ]
 
 [[package]]
@@ -3473,12 +3477,12 @@ files = [
 
 [[package]]
 name = "validators"
-version = "0.28.3"
+version = "0.31.0"
 requires_python = ">=3.8"
 summary = "Python Data Validation for Humans™"
 files = [
-    {file = "validators-0.28.3-py3-none-any.whl", hash = "sha256:53cafa854f13850156259d9cc479b864ee901f6a96e6b109e6fc33f98f37d99f"},
-    {file = "validators-0.28.3.tar.gz", hash = "sha256:c6c79840bcde9ba77b19f6218f7738188115e27830cbaff43264bc4ed24c429d"},
+    {file = "validators-0.31.0-py3-none-any.whl", hash = "sha256:e15a600d81555a4cd409b17bf55946c5edec7748e776afc85ed0a19bdee54e56"},
+    {file = "validators-0.31.0.tar.gz", hash = "sha256:de7574fc56a231c788162f3e7da15bc2053c5ff9e0281d9ff1afb3a7b69498df"},
 ]
 
 [[package]]
@@ -3498,7 +3502,7 @@ files = [
 
 [[package]]
 name = "weaviate-client"
-version = "3.26.2"
+version = "3.26.5"
 requires_python = ">=3.8"
 summary = "A python native Weaviate client"
 dependencies = [
@@ -3507,8 +3511,8 @@ dependencies = [
     "validators<1.0.0,>=0.21.2",
 ]
 files = [
-    {file = "weaviate-client-3.26.2.tar.gz", hash = "sha256:63ec70839b64909810a64aa7b3e5b85088462e93c7e2ed3c32ebefb702f36723"},
-    {file = "weaviate_client-3.26.2-py3-none-any.whl", hash = "sha256:ca43bfb9c06b8ae3fd938dc9158acd93d4cbf4622192e173333e1ff63cf97164"},
+    {file = "weaviate_client-3.26.5-py3-none-any.whl", hash = "sha256:76327ba93bdfff293e7e299e90ea28ad0e489cfff7c7a6be82c72d1159b60e4f"},
+    {file = "weaviate_client-3.26.5.tar.gz", hash = "sha256:f9dc0e42656e3458b12aa59b73e08da0e0f6301f3cd368473c9f5242821854d6"},
 ]
 
 [[package]]
diff --git a/pyproject.toml b/pyproject.toml
index 48cc080..ba14e11 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,7 +12,7 @@ dependencies = [
     "python-magic~=0.4.27",
     "python-dotenv==1.0.0",
     # LLM Triad
-    "unstract-adapters~=0.20.1",
+    "unstract-adapters~=0.21.0",
     "llama-index==0.10.38",
     "tiktoken~=0.4.0",
     "transformers==4.37.0",