diff --git a/poetry.lock b/poetry.lock
index 0d6f99e4..9238e38f 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 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 = "aiohttp"
@@ -170,13 +170,13 @@ files = [
 
 [[package]]
 name = "anthropic"
-version = "0.30.0"
+version = "0.31.0"
 description = "The official Python library for the anthropic API"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "anthropic-0.30.0-py3-none-any.whl", hash = "sha256:061bf58c9c64968361e6c21c76ff5016a6f7fdd9a5f6b7f2280ede2c3b44bfd5"},
-    {file = "anthropic-0.30.0.tar.gz", hash = "sha256:9e9ee2bfce833370eac74d7de433db97a0bf141f9118c40ac0e2f4c39bc2b76f"},
+    {file = "anthropic-0.31.0-py3-none-any.whl", hash = "sha256:77f7a428e1723b79a571c2427ae885d9257c68f700726dff7ce684c3972d6598"},
+    {file = "anthropic-0.31.0.tar.gz", hash = "sha256:14f8f65231859a65ec9aacbbea070e412c8bd41a5d3f36793dac4292c3c78d3a"},
 ]
 
 [package.dependencies]
@@ -215,39 +215,41 @@ trio = ["trio (<0.22)"]
 
 [[package]]
 name = "arize-phoenix"
-version = "4.5.0"
+version = "4.9.0"
 description = "AI Observability and Evaluation"
 optional = false
 python-versions = "<3.13,>=3.8"
 files = [
-    {file = "arize_phoenix-4.5.0-py3-none-any.whl", hash = "sha256:bc44f8003dadfcb606b763a3b3201d3c5f01e31723e60c3a78197363f3a900c0"},
-    {file = "arize_phoenix-4.5.0.tar.gz", hash = "sha256:66e51c6d54f478cec8e4aa2e7a39a1623b55bff4143e8378fe0ae87201c33d24"},
+    {file = "arize_phoenix-4.9.0-py3-none-any.whl", hash = "sha256:a7b8c895460183e9e02681ade4ff2d8f59ef4170c92b0ac09a4f1c89b6e823f6"},
+    {file = "arize_phoenix-4.9.0.tar.gz", hash = "sha256:be3c55390b2a35b5ec8cd52d8895cd3694f10f4094e59272821d66125af36094"},
 ]
 
 [package.dependencies]
 aioitertools = "*"
 aiosqlite = "*"
 alembic = ">=1.3.0,<2"
-arize-phoenix-evals = {version = ">=0.3.0", optional = true, markers = "extra == \"evals\""}
+arize-phoenix-evals = ">=0.13.1"
 cachetools = "*"
 grpcio = "*"
 hdbscan = ">=0.8.33"
+httpx = "*"
 jinja2 = "*"
 numpy = "<2"
 openinference-instrumentation = "*"
 openinference-instrumentation-langchain = ">=0.1.12"
 openinference-instrumentation-llama-index = ">=1.2.0"
 openinference-instrumentation-openai = ">=0.1.4"
-openinference-semantic-conventions = ">=0.1.5"
+openinference-semantic-conventions = ">=0.1.9"
 opentelemetry-exporter-otlp = "*"
 opentelemetry-proto = ">=1.12.0"
 opentelemetry-sdk = "*"
 opentelemetry-semantic-conventions = "*"
-pandas = "*"
+pandas = ">=1.0"
 protobuf = ">=3.20,<6.0"
 psutil = "*"
 pyarrow = "*"
-requests = "*"
+python-multipart = "*"
+pyyaml = "*"
 scikit-learn = "*"
 scipy = "*"
 sqlalchemy = {version = ">=2.0.4,<3", extras = ["asyncio"]}
@@ -262,21 +264,19 @@ wrapt = "*"
 
 [package.extras]
 container = ["opentelemetry-exporter-otlp", "opentelemetry-instrumentation-grpc", "opentelemetry-instrumentation-sqlalchemy", "opentelemetry-instrumentation-starlette", "opentelemetry-proto (>=1.12.0)", "opentelemetry-sdk", "opentelemetry-semantic-conventions", "prometheus-client", "py-grpc-prometheus", "strawberry-graphql[opentelemetry] (==0.235.0)", "uvloop"]
-dev = ["anthropic", "arize[autoembeddings,llm-evaluation]", "asyncpg", "gcsfs", "google-cloud-aiplatform (>=1.3)", "hatch", "jupyter", "langchain (>=0.0.334)", "litellm (>=1.0.3)", "llama-index (>=0.10.3)", "nbqa", "pandas-stubs (==2.0.3.230814)", "pandas-stubs (==2.2.2.240603)", "pre-commit", "prometheus-client", "psycopg[binary]", "pytest (==8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-postgresql", "ruff (==0.4.9)", "strawberry-graphql[debug-server,opentelemetry] (==0.235.0)"]
-evals = ["arize-phoenix-evals (>=0.3.0)"]
-experimental = ["tenacity"]
-llama-index = ["llama-index (==0.10.44)"]
+dev = ["anthropic", "arize[autoembeddings,llm-evaluation]", "asyncpg", "gcsfs", "google-cloud-aiplatform (>=1.3)", "hatch", "jupyter", "langchain (>=0.0.334)", "litellm (>=1.0.3)", "llama-index (>=0.10.3)", "nbqa", "pandas (>=1.0)", "pandas-stubs (==2.0.3.230814)", "pandas-stubs (==2.2.2.240603)", "pre-commit", "prometheus-client", "psycopg[binary]", "pytest (==8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-postgresql", "ruff (==0.4.9)", "strawberry-graphql[debug-server,opentelemetry] (==0.235.0)", "tabulate", "types-tabulate"]
+llama-index = ["llama-index (==0.10.51)", "llama-index-agent-openai (==0.2.7)", "llama-index-embeddings-openai (==0.1.10)", "llama-index-llms-openai (==0.1.24)", "llama-index-readers-file (==0.1.25)"]
 pg = ["asyncpg"]
 
 [[package]]
 name = "arize-phoenix-evals"
-version = "0.13.1"
+version = "0.13.2"
 description = "LLM Evaluations"
 optional = false
 python-versions = "<3.13,>=3.8"
 files = [
-    {file = "arize_phoenix_evals-0.13.1-py3-none-any.whl", hash = "sha256:1ea01c3aa8e46dab46a4c7dfc1ca086c6d029831adc709cd8deb29a7f83130e8"},
-    {file = "arize_phoenix_evals-0.13.1.tar.gz", hash = "sha256:b24f7b288103bdd2c4b75d04230da6baa2e237e77026ed73ca265876fd02113b"},
+    {file = "arize_phoenix_evals-0.13.2-py3-none-any.whl", hash = "sha256:d3b22ceba8ef138d5adaba0c7b1732805f5d1ce872ca277fa161c29d6e3a190e"},
+    {file = "arize_phoenix_evals-0.13.2.tar.gz", hash = "sha256:5f28214dfdab663cbb2c4b5b7c540b7fd9b630dae19a24df2e5634f083504a25"},
 ]
 
 [package.dependencies]
@@ -480,38 +480,37 @@ opentelemetry-api = ">=1.12.0,<2.0.0"
 
 [[package]]
 name = "azure-monitor-opentelemetry"
-version = "1.6.0"
+version = "1.4.2"
 description = "Microsoft Azure Monitor Opentelemetry Distro Client Library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "azure-monitor-opentelemetry-1.6.0.tar.gz", hash = "sha256:a55858e66cf7283ef4753e85df2931a1d1574a6d8dcc429599f086948af5dbb2"},
-    {file = "azure_monitor_opentelemetry-1.6.0-py3-none-any.whl", hash = "sha256:45a4995fffa62fc62dc08c43b28e91c35cdf7e6a46d7f2fdd5197aafb816cc9d"},
+    {file = "azure-monitor-opentelemetry-1.4.2.tar.gz", hash = "sha256:e60ae9e88c9172cb5c84089e100f45bd909e83b8e341346c49654ce8196e9049"},
+    {file = "azure_monitor_opentelemetry-1.4.2-py3-none-any.whl", hash = "sha256:f3959e7a8650c651248572a9b55eb918bd2dde7f595a9ce2c0b1dbdaa2e4a6b2"},
 ]
 
 [package.dependencies]
 azure-core = ">=1.28.0,<2.0.0"
 azure-core-tracing-opentelemetry = ">=1.0.0b11,<1.1.0"
-azure-monitor-opentelemetry-exporter = ">=1.0.0b26,<1.1.0"
-opentelemetry-instrumentation-django = ">=0.46b0,<1.0"
-opentelemetry-instrumentation-fastapi = ">=0.46b0,<1.0"
-opentelemetry-instrumentation-flask = ">=0.46b0,<1.0"
-opentelemetry-instrumentation-psycopg2 = ">=0.46b0,<1.0"
-opentelemetry-instrumentation-requests = ">=0.46b0,<1.0"
-opentelemetry-instrumentation-urllib = ">=0.46b0,<1.0"
-opentelemetry-instrumentation-urllib3 = ">=0.46b0,<1.0"
+azure-monitor-opentelemetry-exporter = ">=1.0.0b25,<1.1.0"
+opentelemetry-instrumentation-django = ">=0.42b0,<1.0"
+opentelemetry-instrumentation-fastapi = ">=0.42b0,<1.0"
+opentelemetry-instrumentation-flask = ">=0.42b0,<1.0"
+opentelemetry-instrumentation-psycopg2 = ">=0.42b0,<1.0"
+opentelemetry-instrumentation-requests = ">=0.42b0,<1.0"
+opentelemetry-instrumentation-urllib = ">=0.42b0,<1.0"
+opentelemetry-instrumentation-urllib3 = ">=0.42b0,<1.0"
 opentelemetry-resource-detector-azure = ">=0.1.4,<0.2.0"
-opentelemetry-sdk = ">=1.25,<2.0"
 
 [[package]]
 name = "azure-monitor-opentelemetry-exporter"
-version = "1.0.0b27"
+version = "1.0.0b25"
 description = "Microsoft Azure Monitor Opentelemetry Exporter Client Library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "azure-monitor-opentelemetry-exporter-1.0.0b27.tar.gz", hash = "sha256:ee5eb0bb37c29da800cc479084f42181a98d7ad192a27a9b2fdd9cb9957320ad"},
-    {file = "azure_monitor_opentelemetry_exporter-1.0.0b27-py2.py3-none-any.whl", hash = "sha256:92f222e11415c6606588be0166b02ba4970159c6bf016160a2023b3713db9f31"},
+    {file = "azure-monitor-opentelemetry-exporter-1.0.0b25.tar.gz", hash = "sha256:a38167ce43c40747f6863047a37e6748726b058b4cef6a27c4029d1c19e2f8fe"},
+    {file = "azure_monitor_opentelemetry_exporter-1.0.0b25-py2.py3-none-any.whl", hash = "sha256:7a78f2553fda28ac7649d7a06651a4af91d1493bd3c51c8071c86a6e464671b1"},
 ]
 
 [package.dependencies]
@@ -520,7 +519,7 @@ fixedint = "0.1.6"
 msrest = ">=0.6.10"
 opentelemetry-api = ">=1.21,<2.0"
 opentelemetry-sdk = ">=1.21,<2.0"
-psutil = ">=5.9,<6.0"
+psutil = ">=5.9.8"
 
 [[package]]
 name = "backoff"
@@ -596,17 +595,17 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.34.137"
+version = "1.34.143"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.137-py3-none-any.whl", hash = "sha256:7cb697d67fd138ceebc6f789919ae370c092a50c6b0ccc4ef483027935502eab"},
-    {file = "boto3-1.34.137.tar.gz", hash = "sha256:0b21b84db4619b3711a6f643d465a5a25e81231ee43615c55a20ff6b89c6cc3c"},
+    {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 = ">=1.34.137,<1.35.0"
+botocore = ">=1.34.143,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -615,13 +614,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.137"
+version = "1.34.143"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.137-py3-none-any.whl", hash = "sha256:a980fa4adec4bfa23fff70a3512622e9412c69c791898a52cafc2458b0be6040"},
-    {file = "botocore-1.34.137.tar.gz", hash = "sha256:e29c8e9bfda0b20a1997792968e85868bfce42fefad9730f633a81adcff3f2ef"},
+    {file = "botocore-1.34.143-py3-none-any.whl", hash = "sha256:094aea179e8aaa1bc957ad49cc27d93b189dd3a1f3075d8b0ca7c445a2a88430"},
+    {file = "botocore-1.34.143.tar.gz", hash = "sha256:059f032ec05733a836e04e869c5a15534420102f93116f3bc9a5b759b0651caf"},
 ]
 
 [package.dependencies]
@@ -645,13 +644,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.6.2"
+version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 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]]
@@ -943,63 +942,63 @@ test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
 [[package]]
 name = "coverage"
-version = "7.5.4"
+version = "7.6.0"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -1061,21 +1060,21 @@ test-randomorder = ["pytest-randomly"]
 
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 [package.dependencies]
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 [package.extras]
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 [[package]]
 name = "cycler"
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 python-versions = ">=3.8"
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 [package.extras]
@@ -1414,53 +1413,53 @@ files = [
 
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 name = "fonttools"
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 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
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@@ -1643,13 +1642,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
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 shapely = "<3.0.0dev"
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@@ -3587,13 +3586,13 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
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 [package.dependencies]
@@ -3610,13 +3609,13 @@ datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
 [[package]]
 name = "openinference-instrumentation"
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@@ -3628,13 +3627,13 @@ test = ["opentelemetry-sdk"]
 
 [[package]]
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 optional = false
 python-versions = "<3.13,>=3.8"
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-type-check = ["langchain-core (==0.1.0)"]
+type-check = ["langchain-core (==0.1.5)"]
 
 [[package]]
 name = "openinference-instrumentation-llama-index"
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 opentelemetry-instrumentation = "*"
 opentelemetry-semantic-conventions = "*"
@@ -4092,57 +4091,62 @@ dev = ["black", "mypy", "pytest"]
 
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@@ -4627,99 +4632,100 @@ email = ["email-validator (>=2.0.0)"]
 
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 [package.dependencies]
@@ -5061,13 +5067,13 @@ files = [
 
 [[package]]
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 description = "Client library for the Qdrant vector search engine"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "qdrant_client-1.10.0.tar.gz", hash = "sha256:47c4f7abfab152fb7e5e4902ab0e2e9e33483c49ea5e80128ccd0295f342cf9b"},
+    {file = "qdrant_client-1.10.1-py3-none-any.whl", hash = "sha256:b9fb8fe50dd168d92b2998be7c6135d5a229b3a3258ad158cc69c8adf9ff1810"},
+    {file = "qdrant_client-1.10.1.tar.gz", hash = "sha256:2284c8c5bb1defb0d9dbacb07d16f344972f395f4f2ed062318476a7951fd84c"},
 ]
 
 [package.dependencies]
@@ -5310,32 +5316,32 @@ crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
 
 [[package]]
 name = "scikit-learn"
-version = "1.5.0"
+version = "1.5.1"
 description = "A set of python modules for machine learning and data mining"
 optional = false
 python-versions = ">=3.9"
 files = [
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-    {file = "scikit_learn-1.5.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:f405c4dae288f5f6553b10c4ac9ea7754d5180ec11e296464adb5d6ac68b6ef5"},
-    {file = "scikit_learn-1.5.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:df8ccabbf583315f13160a4bb06037bde99ea7d8211a69787a6b7c5d4ebb6fc3"},
-    {file = "scikit_learn-1.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2c75ea812cd83b1385bbfa94ae971f0d80adb338a9523f6bbcb5e0b0381151d4"},
-    {file = "scikit_learn-1.5.0-cp310-cp310-win_amd64.whl", hash = "sha256:a90c5da84829a0b9b4bf00daf62754b2be741e66b5946911f5bdfaa869fcedd6"},
-    {file = "scikit_learn-1.5.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:2a65af2d8a6cce4e163a7951a4cfbfa7fceb2d5c013a4b593686c7f16445cf9d"},
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-    {file = "scikit_learn-1.5.0-cp311-cp311-win_amd64.whl", hash = "sha256:a03b09f9f7f09ffe8c5efffe2e9de1196c696d811be6798ad5eddf323c6f4d40"},
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-    {file = "scikit_learn-1.5.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:174beb56e3e881c90424e21f576fa69c4ffcf5174632a79ab4461c4c960315ac"},
-    {file = "scikit_learn-1.5.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:261fe334ca48f09ed64b8fae13f9b46cc43ac5f580c4a605cbb0a517456c8f71"},
-    {file = "scikit_learn-1.5.0-cp39-cp39-win_amd64.whl", hash = "sha256:057b991ac64b3e75c9c04b5f9395eaf19a6179244c089afdebaad98264bff37c"},
-    {file = "scikit_learn-1.5.0.tar.gz", hash = "sha256:789e3db01c750ed6d496fa2db7d50637857b451e57bcae863bff707c1247bef7"},
+    {file = "scikit_learn-1.5.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:781586c414f8cc58e71da4f3d7af311e0505a683e112f2f62919e3019abd3745"},
+    {file = "scikit_learn-1.5.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:f5b213bc29cc30a89a3130393b0e39c847a15d769d6e59539cd86b75d276b1a7"},
+    {file = "scikit_learn-1.5.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1ff4ba34c2abff5ec59c803ed1d97d61b036f659a17f55be102679e88f926fac"},
+    {file = "scikit_learn-1.5.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:161808750c267b77b4a9603cf9c93579c7a74ba8486b1336034c2f1579546d21"},
+    {file = "scikit_learn-1.5.1-cp310-cp310-win_amd64.whl", hash = "sha256:10e49170691514a94bb2e03787aa921b82dbc507a4ea1f20fd95557862c98dc1"},
+    {file = "scikit_learn-1.5.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:154297ee43c0b83af12464adeab378dee2d0a700ccd03979e2b821e7dd7cc1c2"},
+    {file = "scikit_learn-1.5.1-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:b5e865e9bd59396220de49cb4a57b17016256637c61b4c5cc81aaf16bc123bbe"},
+    {file = "scikit_learn-1.5.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:909144d50f367a513cee6090873ae582dba019cb3fca063b38054fa42704c3a4"},
+    {file = "scikit_learn-1.5.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:689b6f74b2c880276e365fe84fe4f1befd6a774f016339c65655eaff12e10cbf"},
+    {file = "scikit_learn-1.5.1-cp311-cp311-win_amd64.whl", hash = "sha256:9a07f90846313a7639af6a019d849ff72baadfa4c74c778821ae0fad07b7275b"},
+    {file = "scikit_learn-1.5.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:5944ce1faada31c55fb2ba20a5346b88e36811aab504ccafb9f0339e9f780395"},
+    {file = "scikit_learn-1.5.1-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:0828673c5b520e879f2af6a9e99eee0eefea69a2188be1ca68a6121b809055c1"},
+    {file = "scikit_learn-1.5.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:508907e5f81390e16d754e8815f7497e52139162fd69c4fdbd2dfa5d6cc88915"},
+    {file = "scikit_learn-1.5.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:97625f217c5c0c5d0505fa2af28ae424bd37949bb2f16ace3ff5f2f81fb4498b"},
+    {file = "scikit_learn-1.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:da3f404e9e284d2b0a157e1b56b6566a34eb2798205cba35a211df3296ab7a74"},
+    {file = "scikit_learn-1.5.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:88e0672c7ac21eb149d409c74cc29f1d611d5158175846e7a9c2427bd12b3956"},
+    {file = "scikit_learn-1.5.1-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:7b073a27797a283187a4ef4ee149959defc350b46cbf63a84d8514fe16b69855"},
+    {file = "scikit_learn-1.5.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b59e3e62d2be870e5c74af4e793293753565c7383ae82943b83383fdcf5cc5c1"},
+    {file = "scikit_learn-1.5.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1bd8d3a19d4bd6dc5a7d4f358c8c3a60934dc058f363c34c0ac1e9e12a31421d"},
+    {file = "scikit_learn-1.5.1-cp39-cp39-win_amd64.whl", hash = "sha256:5f57428de0c900a98389c4a433d4a3cf89de979b3aa24d1c1d251802aa15e44d"},
+    {file = "scikit_learn-1.5.1.tar.gz", hash = "sha256:0ea5d40c0e3951df445721927448755d3fe1d80833b0b7308ebff5d2a45e6414"},
 ]
 
 [package.dependencies]
@@ -5346,8 +5352,8 @@ threadpoolctl = ">=3.1.0"
 
 [package.extras]
 benchmark = ["matplotlib (>=3.3.4)", "memory_profiler (>=0.57.0)", "pandas (>=1.1.5)"]
-build = ["cython (>=3.0.10)", "meson-python (>=0.15.0)", "numpy (>=1.19.5)", "scipy (>=1.6.0)"]
-docs = ["Pillow (>=7.1.2)", "matplotlib (>=3.3.4)", "memory_profiler (>=0.57.0)", "numpydoc (>=1.2.0)", "pandas (>=1.1.5)", "plotly (>=5.14.0)", "polars (>=0.20.23)", "pooch (>=1.6.0)", "scikit-image (>=0.17.2)", "seaborn (>=0.9.0)", "sphinx (>=6.0.0)", "sphinx-copybutton (>=0.5.2)", "sphinx-gallery (>=0.15.0)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"]
+build = ["cython (>=3.0.10)", "meson-python (>=0.16.0)", "numpy (>=1.19.5)", "scipy (>=1.6.0)"]
+docs = ["Pillow (>=7.1.2)", "matplotlib (>=3.3.4)", "memory_profiler (>=0.57.0)", "numpydoc (>=1.2.0)", "pandas (>=1.1.5)", "plotly (>=5.14.0)", "polars (>=0.20.23)", "pooch (>=1.6.0)", "pydata-sphinx-theme (>=0.15.3)", "scikit-image (>=0.17.2)", "seaborn (>=0.9.0)", "sphinx (>=7.3.7)", "sphinx-copybutton (>=0.5.2)", "sphinx-design (>=0.5.0)", "sphinx-gallery (>=0.16.0)", "sphinx-prompt (>=1.4.0)", "sphinx-remove-toctrees (>=1.0.0.post1)", "sphinxcontrib-sass (>=0.3.4)", "sphinxext-opengraph (>=0.9.1)"]
 examples = ["matplotlib (>=3.3.4)", "pandas (>=1.1.5)", "plotly (>=5.14.0)", "pooch (>=1.6.0)", "scikit-image (>=0.17.2)", "seaborn (>=0.9.0)"]
 install = ["joblib (>=1.2.0)", "numpy (>=1.19.5)", "scipy (>=1.6.0)", "threadpoolctl (>=3.1.0)"]
 maintenance = ["conda-lock (==2.5.6)"]
@@ -5433,13 +5439,13 @@ vision = ["pillow (>=10.2.0,<11.0.0)", "torch (>=2.1.0,<3.0.0)", "torchvision (>
 
 [[package]]
 name = "setuptools"
-version = "70.2.0"
+version = "70.3.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-70.2.0-py3-none-any.whl", hash = "sha256:b8b8060bb426838fbe942479c90296ce976249451118ef566a5a0b7d8b78fb05"},
-    {file = "setuptools-70.2.0.tar.gz", hash = "sha256:bd63e505105011b25c3c11f753f7e3b8465ea739efddaccef8f0efac2137bac1"},
+    {file = "setuptools-70.3.0-py3-none-any.whl", hash = "sha256:fe384da74336c398e0d956d1cae0669bc02eed936cdb1d49b57de1990dc11ffc"},
+    {file = "setuptools-70.3.0.tar.gz", hash = "sha256:f171bab1dfbc86b132997f26a119f6056a57950d058587841a0082e8830f9dc5"},
 ]
 
 [package.extras]
@@ -5762,13 +5768,13 @@ typing = ["mypy (>=1.4)", "rich", "twisted"]
 
 [[package]]
 name = "tenacity"
-version = "8.4.2"
+version = "8.5.0"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tenacity-8.4.2-py3-none-any.whl", hash = "sha256:9e6f7cf7da729125c7437222f8a522279751cdfbe6b67bfe64f75d3a348661b2"},
-    {file = "tenacity-8.4.2.tar.gz", hash = "sha256:cd80a53a79336edba8489e767f729e4f391c896956b57140b5d7511a64bbd3ef"},
+    {file = "tenacity-8.5.0-py3-none-any.whl", hash = "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687"},
+    {file = "tenacity-8.5.0.tar.gz", hash = "sha256:8bc6c0c8a09b31e6cad13c47afbed1a567518250a9a171418582ed8d9c20ca78"},
 ]
 
 [package.extras]
@@ -6366,4 +6372,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.11.0,<3.12"
-content-hash = "273714749ac041ec98e5fafe48bd12f1649314e5e186962b8f80a0a9cb03f182"
+content-hash = "bb131670a7be964639fff4dc251e74d9f3937294522878cb278b988da764a74a"
diff --git a/ui/src/components/features/build-panel/components/build-panel.tsx b/ui/src/components/features/build-panel/components/build-panel.tsx
index 8e015ca9..ab83d678 100644
--- a/ui/src/components/features/build-panel/components/build-panel.tsx
+++ b/ui/src/components/features/build-panel/components/build-panel.tsx
@@ -7,23 +7,25 @@ export default function BuildPanel() {
   const [isOpen, setIsOpen] = useState(true);
 
   const drawerStyles = {
-    open: "p-4 border-solid border-2 h-full flex flex-col gap-4 overflow-x-hidden sm:min-w-[520px]",
+    open: "p-4 h-full flex flex-col gap-4 overflow-x-hidden sm:min-w-[520px]",
     closed: "hidden",
   };
 
   return (
-    <div className="flex items-center">
-      {isOpen ? (
-        <ChevronRight
-          className="cursor-pointer"
-          onClick={() => setIsOpen((prev) => !prev)}
-        />
-      ) : (
-        <ChevronLeft
-          className="cursor-pointer"
-          onClick={() => setIsOpen((prev) => !prev)}
-        />
-      )}
+    <div className="flex items-center border-solid border-2">
+      <div className=" p-1">
+        {isOpen ? (
+          <ChevronRight
+            className="cursor-pointer"
+            onClick={() => setIsOpen((prev) => !prev)}
+          />
+        ) : (
+          <ChevronLeft
+            className="cursor-pointer"
+            onClick={() => setIsOpen((prev) => !prev)}
+          />
+        )}
+      </div>
       <div className={isOpen ? drawerStyles["open"] : drawerStyles["closed"]}>
         <AssistentBuilder />
       </div>
diff --git a/ui/src/components/features/chat-panel/components/messages-container.tsx b/ui/src/components/features/chat-panel/components/messages-container.tsx
index 0e7dfcb6..29058d40 100644
--- a/ui/src/components/features/chat-panel/components/messages-container.tsx
+++ b/ui/src/components/features/chat-panel/components/messages-container.tsx
@@ -1,10 +1,17 @@
 "use client";
-import { TMessage } from "@/data-provider/types";
+import {
+  MessageType,
+  TMessage,
+  TToolCall,
+  TToolResult,
+} from "@/data-provider/types";
 import MessageItem from "./message-item";
 import { useParams } from "next/navigation";
-import { ReactNode, useEffect, useRef } from "react";
+import { ReactNode, useEffect, useRef, useState } from "react";
 import Spinner from "@/components/ui/spinner";
 import { useChatMessages } from "@/hooks/useChat";
+import ToolContainer from "../../tools/tool-container";
+import { ToolResult } from "../../tools/tool-result";
 
 type Props = {
   isStreaming?: boolean;
@@ -52,9 +59,31 @@ export default function MessagesContainer({
   return (
     <div className="h-full flex flex-col">
       <div className="p-6 overflow-y-scroll" ref={divRef}>
-        {messages?.map((message, index) => (
-          <MessageItem message={message} key={`${message.id}-${index}`} />
-        ))}
+        {messages?.map((message, index) => {
+          const isToolCall =
+            message.tool_calls?.length && message.tool_calls.length > 0;
+
+          const isToolResult = message.type === MessageType.TOOL;
+
+          if (isToolResult) {
+            return (
+              <ToolResult toolResult={message} key={`${message.id}-${index}`} />
+            );
+          }
+
+          if (isToolCall) {
+            return (
+              <ToolContainer
+                toolCalls={message.tool_calls as TToolCall[]}
+                key={`${message.id}-${index}`}
+              />
+            );
+          }
+
+          return (
+            <MessageItem message={message} key={`${message.id}-${index}`} />
+          );
+        })}
       </div>
       {composer}
     </div>
diff --git a/ui/src/components/features/chat-panel/index.tsx b/ui/src/components/features/chat-panel/index.tsx
index 2293dbe9..18639fc3 100644
--- a/ui/src/components/features/chat-panel/index.tsx
+++ b/ui/src/components/features/chat-panel/index.tsx
@@ -43,7 +43,11 @@ export default function ChatPanel() {
 
     setUserMessage("");
 
-    await startStream(input, "", threadId, assistant.id);
+    await startStream({
+      input,
+      thread_id: threadId,
+      assistant_id: assistant.id,
+    });
   };
 
   if (!threadState && isError)
diff --git a/ui/src/components/features/tools/tool-container.tsx b/ui/src/components/features/tools/tool-container.tsx
new file mode 100644
index 00000000..228ce8ae
--- /dev/null
+++ b/ui/src/components/features/tools/tool-container.tsx
@@ -0,0 +1,20 @@
+import { TToolCall } from "@/data-provider/types";
+import ToolQuery from "./tool-query";
+
+type TToolContainer = {
+  toolCalls: TToolCall[];
+};
+
+export default function ToolContainer({ toolCalls }: TToolContainer) {
+  return (
+    <div className="flex flex-col py-2 px-3 text-base md:px-4 my-4 mr-auto w-3/4 md:px-5 lg:px-1 xl:px-5 flex-col gap-4">
+      {toolCalls.map((toolCall) => (
+        <ToolQuery
+          query={toolCall.args.query}
+          tool={toolCall.name}
+          key={toolCall.id}
+        />
+      ))}
+    </div>
+  );
+}
diff --git a/ui/src/components/features/tools/tool-query.tsx b/ui/src/components/features/tools/tool-query.tsx
new file mode 100644
index 00000000..2d2c64da
--- /dev/null
+++ b/ui/src/components/features/tools/tool-query.tsx
@@ -0,0 +1,24 @@
+import { List, Search } from "lucide-react";
+
+const icons = [
+  { title: "query", icon: <List /> },
+  { title: "search", icon: <Search /> },
+];
+
+type TToolQueryProps = {
+  query: string;
+  tool: string;
+};
+
+export default function ToolQuery({ query, tool }: TToolQueryProps) {
+  return (
+    <>
+      <h2 className="flex gap-2 rounded-sm border-2 p-2">
+        <List /> Query: {query}
+      </h2>
+      <h2 className="flex gap-2 rounded-sm border-2 p-2">
+        <Search /> Using: {tool}
+      </h2>
+    </>
+  );
+}
diff --git a/ui/src/components/features/tools/tool-result.tsx b/ui/src/components/features/tools/tool-result.tsx
new file mode 100644
index 00000000..9bba35a9
--- /dev/null
+++ b/ui/src/components/features/tools/tool-result.tsx
@@ -0,0 +1,78 @@
+import {
+  Accordion,
+  AccordionItem,
+  AccordionTrigger,
+  AccordionContent,
+} from "@/components/ui/accordion";
+import { Button } from "@/components/ui/button";
+import {
+  Collapsible,
+  CollapsibleContent,
+  CollapsibleTrigger,
+} from "@/components/ui/collapsible";
+import { TMessage } from "@/data-provider/types";
+import { CaretSortIcon } from "@radix-ui/react-icons";
+import { MoveUpRight } from "lucide-react";
+import Link from "next/link";
+import { useState } from "react";
+
+const AccordionToolContent = ({
+  content,
+  url,
+}: {
+  content: string;
+  url: string;
+}) => {
+  return (
+    <Accordion type="single" collapsible>
+      <AccordionItem value={url}>
+        <AccordionTrigger className="text-left">
+          <div className="flex w-full">
+            {url}
+            <Button variant="outline" type="button" className="ml-auto mr-2">
+              <Link
+                href={url}
+                target="_blank"
+                className="flex gap-2 items-center"
+              >
+                Visit
+                <MoveUpRight className="w-4 h-4" />
+              </Link>
+            </Button>
+          </div>
+        </AccordionTrigger>
+        <AccordionContent>{content}</AccordionContent>
+      </AccordionItem>
+    </Accordion>
+  );
+};
+
+export function ToolResult({ toolResult }: { toolResult: TMessage }) {
+  const [isOpen, setIsOpen] = useState(false);
+
+  return (
+    <div className="flex flex-col py-2 px-3 text-base md:px-4 mr-auto w-3/4 md:px-5 lg:px-1 xl:px-5 flex-col gap-4">
+      <Collapsible open={isOpen} onOpenChange={setIsOpen}>
+        <div className="flex items-center justify-between">
+          <CollapsibleTrigger asChild>
+            <Button variant="outline" type="button" className="gap-2 mb-2">
+              <span>Tool results: {toolResult.name}</span>
+              <CaretSortIcon className="h-5 w-5" />
+            </Button>
+          </CollapsibleTrigger>
+        </div>
+        <CollapsibleContent className="space-y-2">
+          {Array.isArray(toolResult.content)
+            ? toolResult.content.map((item) => (
+                <AccordionToolContent
+                  url={item.url}
+                  content={item.content}
+                  key={item.url}
+                />
+              ))
+            : toolResult.content}
+        </CollapsibleContent>
+      </Collapsible>
+    </div>
+  );
+}
diff --git a/ui/src/components/ui/accordion.tsx b/ui/src/components/ui/accordion.tsx
index 8dcf9b6f..37786f36 100644
--- a/ui/src/components/ui/accordion.tsx
+++ b/ui/src/components/ui/accordion.tsx
@@ -1,12 +1,12 @@
-"use client"
+"use client";
 
-import * as React from "react"
-import * as AccordionPrimitive from "@radix-ui/react-accordion"
-import { ChevronDownIcon } from "@radix-ui/react-icons"
+import * as React from "react";
+import * as AccordionPrimitive from "@radix-ui/react-accordion";
+import { ChevronDownIcon } from "@radix-ui/react-icons";
 
-import { cn } from "@/lib/utils"
+import { cn } from "@/lib/utils";
 
-const Accordion = AccordionPrimitive.Root
+const Accordion = AccordionPrimitive.Root;
 
 const AccordionItem = React.forwardRef<
   React.ElementRef<typeof AccordionPrimitive.Item>,
@@ -17,8 +17,8 @@ const AccordionItem = React.forwardRef<
     className={cn("border-b", className)}
     {...props}
   />
-))
-AccordionItem.displayName = "AccordionItem"
+));
+AccordionItem.displayName = "AccordionItem";
 
 const AccordionTrigger = React.forwardRef<
   React.ElementRef<typeof AccordionPrimitive.Trigger>,
@@ -28,8 +28,8 @@ const AccordionTrigger = React.forwardRef<
     <AccordionPrimitive.Trigger
       ref={ref}
       className={cn(
-        "flex flex-1 items-center justify-between py-4 text-sm font-medium transition-all hover:underline [&[data-state=open]>svg]:rotate-180",
-        className
+        "flex flex-1 items-center justify-between py-4 text-sm font-medium transition-all [&[data-state=open]>svg]:rotate-180",
+        className,
       )}
       {...props}
     >
@@ -37,8 +37,8 @@ const AccordionTrigger = React.forwardRef<
       <ChevronDownIcon className="h-4 w-4 shrink-0 text-muted-foreground transition-transform duration-200" />
     </AccordionPrimitive.Trigger>
   </AccordionPrimitive.Header>
-))
-AccordionTrigger.displayName = AccordionPrimitive.Trigger.displayName
+));
+AccordionTrigger.displayName = AccordionPrimitive.Trigger.displayName;
 
 const AccordionContent = React.forwardRef<
   React.ElementRef<typeof AccordionPrimitive.Content>,
@@ -51,7 +51,7 @@ const AccordionContent = React.forwardRef<
   >
     <div className={cn("pb-4 pt-0", className)}>{children}</div>
   </AccordionPrimitive.Content>
-))
-AccordionContent.displayName = AccordionPrimitive.Content.displayName
+));
+AccordionContent.displayName = AccordionPrimitive.Content.displayName;
 
-export { Accordion, AccordionItem, AccordionTrigger, AccordionContent }
+export { Accordion, AccordionItem, AccordionTrigger, AccordionContent };
diff --git a/ui/src/components/ui/collapsible.tsx b/ui/src/components/ui/collapsible.tsx
new file mode 100644
index 00000000..9fa48946
--- /dev/null
+++ b/ui/src/components/ui/collapsible.tsx
@@ -0,0 +1,11 @@
+"use client"
+
+import * as CollapsiblePrimitive from "@radix-ui/react-collapsible"
+
+const Collapsible = CollapsiblePrimitive.Root
+
+const CollapsibleTrigger = CollapsiblePrimitive.CollapsibleTrigger
+
+const CollapsibleContent = CollapsiblePrimitive.CollapsibleContent
+
+export { Collapsible, CollapsibleTrigger, CollapsibleContent }
diff --git a/ui/src/data-provider/types.ts b/ui/src/data-provider/types.ts
index 45f26bcf..cfab64ec 100644
--- a/ui/src/data-provider/types.ts
+++ b/ui/src/data-provider/types.ts
@@ -20,7 +20,7 @@ export const formSchema = z.object({
       type: z.string().nullable(),
       agent_type: z.string().optional(),
       llm_type: z.string(),
-      retrieval_description: z.string(),
+      retrieval_description: z.string().optional(),
       system_message: z.string(),
       tools: z.array(z.any()),
     }),
@@ -38,6 +38,7 @@ export type TRunInput = {
 export enum MessageType {
   AI = "ai",
   HUMAN = "human",
+  TOOL = "tool",
 }
 
 export type TConfigurable = {
@@ -168,21 +169,42 @@ export type TThreadState = {
   next: string[];
 };
 
-export type TMessage = {
+export type TToolCall = {
+  name: string;
+  args: {
+    query: string;
+  };
+  id: string;
+};
+
+export type TToolResult = {
+  content: string | [];
+  type: string;
+  id: string;
+  tool_call_id: string;
+};
+
+export type TToolContent = {
+  url: string;
   content: string;
+};
+
+export type TMessage = {
+  content: string | TToolContent[];
   additional_kwargs?: {
     additional_kwargs?: {};
     example?: boolean;
   };
-  responsoe_metadata?: {
+  response_metadata?: {
     finish_reason?: boolean;
   };
   type: string;
   name?: string | null;
   id: string;
   example: boolean;
-  tool_calls?: string[];
+  tool_calls?: TToolCall[];
   invalid_tool_calls?: string[];
+  tool_call_id?: string;
 };
 
 export type TUpdateMessageRequest = {
diff --git a/ui/src/hooks/useStream.ts b/ui/src/hooks/useStream.ts
index 33f0fe0e..571a3d47 100644
--- a/ui/src/hooks/useStream.ts
+++ b/ui/src/hooks/useStream.ts
@@ -2,17 +2,19 @@ import { TMessage, TStreamState } from "@/data-provider/types";
 import { fetchEventSource } from "@microsoft/fetch-event-source";
 import { useCallback, useState } from "react";
 
+type TStartStreamProps = {
+  input: TMessage[] | Record<string, any> | null;
+  thread_id: string;
+  assistant_id: string;
+  user_id?: string;
+};
+
 export const useStream = () => {
   const [current, setCurrent] = useState<TStreamState | null>(null);
   const [controller, setController] = useState<AbortController | null>(null);
 
   const startStream = useCallback(
-    async (
-      input: TMessage[] | Record<string, any> | null,
-      user_id: string,
-      thread_id: string,
-      assistant_id: string,
-    ) => {
+    async ({ input, thread_id, assistant_id, user_id }: TStartStreamProps) => {
       const controller = new AbortController();
       setController(controller);
       setCurrent({ status: "inflight", messages: [] });