diff --git a/.gitignore b/.gitignore
index 9802e3646f..d55b1156c1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -11,4 +11,5 @@ chroma.sqlite3
 old_en.json
 db/
 test.py
-rc-tests/*
\ No newline at end of file
+rc-tests/*
+.env.local
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index 245e09e5bf..cdb698ffae 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -112,13 +112,13 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "alembic"
-version = "1.13.1"
+version = "1.13.2"
 description = "A database migration tool for SQLAlchemy."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "alembic-1.13.1-py3-none-any.whl", hash = "sha256:2edcc97bed0bd3272611ce3a98d98279e9c209e7186e43e75bbb1b2bdfdbcc43"},
-    {file = "alembic-1.13.1.tar.gz", hash = "sha256:4932c8558bf68f2ee92b9bbcb8218671c627064d5b08939437af6d77dc05e595"},
+    {file = "alembic-1.13.2-py3-none-any.whl", hash = "sha256:6b8733129a6224a9a711e17c99b08462dbf7cc9670ba8f2e2ae9af860ceb1953"},
+    {file = "alembic-1.13.2.tar.gz", hash = "sha256:1ff0ae32975f4fd96028c39ed9bb3c867fe3af956bd7bb37343b54c9fe7445ef"},
 ]
 
 [package.dependencies]
@@ -323,17 +323,17 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.34.126"
+version = "1.34.134"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.126-py3-none-any.whl", hash = "sha256:7f676daef674fe74f34ce4063228eccc6e60c811f574720e31f230296c4bf29a"},
-    {file = "boto3-1.34.126.tar.gz", hash = "sha256:7e8418b47dd43954a9088d504541bed8a42b6d06e712d02befba134c1c4d7c6d"},
+    {file = "boto3-1.34.134-py3-none-any.whl", hash = "sha256:342782c02ff077aae118c9c61179eed95c585831fba666baacc5588ff04aa6e1"},
+    {file = "boto3-1.34.134.tar.gz", hash = "sha256:f6d6e5b0c9ab022a75373fa16c01f0cd54bc1bb64ef3b6ac64ac7cedd56cbe9c"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.126,<1.35.0"
+botocore = ">=1.34.134,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -342,13 +342,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.126"
+version = "1.34.134"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.126-py3-none-any.whl", hash = "sha256:7eff883c638fe30e0b036789df32d851e093d12544615a3b90062b42ac85bdbc"},
-    {file = "botocore-1.34.126.tar.gz", hash = "sha256:7a8ccb6a7c02456757a984a3a44331b6f51c94cb8b9b287cd045122fd177a4b0"},
+    {file = "botocore-1.34.134-py3-none-any.whl", hash = "sha256:45219e00639755f92569b29f8f279d5dde721494791412c1f7026a3779e8d9f4"},
+    {file = "botocore-1.34.134.tar.gz", hash = "sha256:e29c299599426ed16dd2d4c1e20eef784f96b15e1850ebbc59a3250959285b95"},
 ]
 
 [package.dependencies]
@@ -528,13 +528,13 @@ files = [
 
 [[package]]
 name = "cairocffi"
-version = "1.7.0"
+version = "1.7.1"
 description = "cffi-based cairo bindings for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "cairocffi-1.7.0-py3-none-any.whl", hash = "sha256:1f29a8d41dbda4090c0aa33bcdea64f3b493e95f74a43ea107c4a8a7b7f632ef"},
-    {file = "cairocffi-1.7.0.tar.gz", hash = "sha256:7761863603894305f3160eca68452f373433ca8745ab7dd445bd2c6ce50dcab7"},
+    {file = "cairocffi-1.7.1-py3-none-any.whl", hash = "sha256:9803a0e11f6c962f3b0ae2ec8ba6ae45e957a146a004697a1ac1bbf16b073b3f"},
+    {file = "cairocffi-1.7.1.tar.gz", hash = "sha256:2e48ee864884ec4a3a34bfa8c9ab9999f688286eb714a15a43ec9d068c36557b"},
 ]
 
 [package.dependencies]
@@ -846,13 +846,13 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "cohere"
-version = "5.5.3"
+version = "5.5.8"
 description = ""
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
-    {file = "cohere-5.5.3-py3-none-any.whl", hash = "sha256:99d20129713a6dae052368b4839773a214592a76bee345b94a4846d00f702da3"},
-    {file = "cohere-5.5.3.tar.gz", hash = "sha256:8c7ebe2f5bf83fee8e55a24a0acdd4b0e94de274fd0ef32b285978289a03e930"},
+    {file = "cohere-5.5.8-py3-none-any.whl", hash = "sha256:e1ed84b90eadd13c6a68ee28e378a0bb955f8945eadc6eb7ee126b3399cafd54"},
+    {file = "cohere-5.5.8.tar.gz", hash = "sha256:84ce7666ff8fbdf4f41fb5f6ca452ab2639a514bc88967a2854a9b1b820d6ea0"},
 ]
 
 [package.dependencies]
@@ -860,9 +860,10 @@ boto3 = ">=1.34.0,<2.0.0"
 fastavro = ">=1.9.4,<2.0.0"
 httpx = ">=0.21.2"
 httpx-sse = ">=0.4.0,<0.5.0"
+parameterized = ">=0.9.0,<0.10.0"
 pydantic = ">=1.9.2"
 requests = ">=2.0.0,<3.0.0"
-tokenizers = ">=0.19,<0.20"
+tokenizers = ">=0.15,<1"
 types-requests = ">=2.0.0,<3.0.0"
 typing_extensions = ">=4.0.0"
 
@@ -896,13 +897,13 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "crewai-tools"
-version = "0.2.6"
+version = "0.3.0"
 description = "Set of tools for the crewAI framework"
 optional = false
 python-versions = "<=3.13,>=3.10"
 files = [
-    {file = "crewai_tools-0.2.6-py3-none-any.whl", hash = "sha256:b98ce2d40f545ee3c1bef6ba7ce07bfcecc0ebc8faf9db315016515bd709ab90"},
-    {file = "crewai_tools-0.2.6.tar.gz", hash = "sha256:f46d7c89aae927a4059297efc8f9d32d2200db225b9464c7d2a2134b4fc028d5"},
+    {file = "crewai_tools-0.3.0-py3-none-any.whl", hash = "sha256:3c51c97579c0e6ac2451035df36ee04899fb82d5deb2fd07bceff9818f196756"},
+    {file = "crewai_tools-0.3.0.tar.gz", hash = "sha256:f2be1fdf34e7f069c0a6fc76e0181e8c053ece1435f51da2efc01bd870e0cca8"},
 ]
 
 [package.dependencies]
@@ -1126,13 +1127,13 @@ files = [
 
 [[package]]
 name = "email-validator"
-version = "2.1.1"
+version = "2.2.0"
 description = "A robust email address syntax and deliverability validation library."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "email_validator-2.1.1-py3-none-any.whl", hash = "sha256:97d882d174e2a65732fb43bfce81a3a834cbc1bde8bf419e30ef5ea976370a05"},
-    {file = "email_validator-2.1.1.tar.gz", hash = "sha256:200a70680ba08904be6d1eef729205cc0d687634399a5924d842533efb824b84"},
+    {file = "email_validator-2.2.0-py3-none-any.whl", hash = "sha256:561977c2d73ce3611850a06fa56b414621e0c8faa9d66f2611407d87465da631"},
+    {file = "email_validator-2.2.0.tar.gz", hash = "sha256:cb690f344c617a714f22e66ae771445a1ceb46821152df8e165c5f9a364582b7"},
 ]
 
 [package.dependencies]
@@ -1309,18 +1310,18 @@ zstandard = ["zstandard"]
 
 [[package]]
 name = "filelock"
-version = "3.15.1"
+version = "3.15.4"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "filelock-3.15.1-py3-none-any.whl", hash = "sha256:71b3102950e91dfc1bb4209b64be4dc8854f40e5f534428d8684f953ac847fac"},
-    {file = "filelock-3.15.1.tar.gz", hash = "sha256:58a2549afdf9e02e10720eaa4d4470f56386d7a6f72edd7d0596337af8ed7ad8"},
+    {file = "filelock-3.15.4-py3-none-any.whl", hash = "sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7"},
+    {file = "filelock-3.15.4.tar.gz", hash = "sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb"},
 ]
 
 [package.extras]
 docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"]
 typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
@@ -1510,13 +1511,13 @@ test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit",
 
 [[package]]
 name = "google-api-core"
-version = "2.19.0"
+version = "2.19.1"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-api-core-2.19.0.tar.gz", hash = "sha256:cf1b7c2694047886d2af1128a03ae99e391108a08804f87cfd35970e49c9cd10"},
-    {file = "google_api_core-2.19.0-py3-none-any.whl", hash = "sha256:8661eec4078c35428fd3f69a2c7ee29e342896b70f01d1a1cbcb334372dd6251"},
+    {file = "google-api-core-2.19.1.tar.gz", hash = "sha256:f4695f1e3650b316a795108a76a1c416e6afb036199d1c1f1f110916df479ffd"},
+    {file = "google_api_core-2.19.1-py3-none-any.whl", hash = "sha256:f12a9b8309b5e21d92483bbd47ce2c445861ec7d269ef6784ecc0ea8c1fa6125"},
 ]
 
 [package.dependencies]
@@ -1531,7 +1532,7 @@ grpcio-status = [
     {version = ">=1.33.2,<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,<5.0.0.dev0"
+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"
 
 [package.extras]
@@ -1564,13 +1565,13 @@ requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.55.0"
+version = "1.57.0"
 description = "Vertex AI API client library"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "google-cloud-aiplatform-1.55.0.tar.gz", hash = "sha256:aa87cb6c49ae5fde87fb831ce8ad4a853c4656fe04babe505e9144c7a9e09c1a"},
-    {file = "google_cloud_aiplatform-1.55.0-py2.py3-none-any.whl", hash = "sha256:c6cc76ca5537f4636a0c3f8c0288d2e0d2d86ef708e562d2654313e11d6ee46a"},
+    {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"},
 ]
 
 [package.dependencies]
@@ -1592,8 +1593,8 @@ cloud-profiler = ["tensorboard-plugin-profile (>=2.4.0,<3.0.0dev)", "tensorflow
 datasets = ["pyarrow (>=10.0.1)", "pyarrow (>=14.0.0)", "pyarrow (>=3.0.0,<8.0dev)"]
 endpoint = ["requests (>=2.28.1)"]
 full = ["cloudpickle (<3.0)", "docker (>=5.0.3)", "explainable-ai-sdk (>=1.0.0)", "fastapi (>=0.71.0,<=0.109.1)", "google-cloud-bigquery", "google-cloud-bigquery-storage", "google-cloud-logging (<4.0)", "google-vizier (>=0.1.6)", "httpx (>=0.23.0,<0.25.0)", "immutabledict", "lit-nlp (==0.4.0)", "mlflow (>=1.27.0,<=2.1.1)", "nest-asyncio (>=1.0.0,<1.6.0)", "numpy (>=1.15.0)", "pandas (>=1.0.0)", "pandas (>=1.0.0,<2.2.0)", "pyarrow (>=10.0.1)", "pyarrow (>=14.0.0)", "pyarrow (>=3.0.0,<8.0dev)", "pyarrow (>=6.0.1)", "pydantic (<2)", "pyyaml (>=5.3.1,<7)", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<=2.9.3)", "ray[default] (>=2.5,<=2.9.3)", "requests (>=2.28.1)", "setuptools (<70.0.0)", "starlette (>=0.17.1)", "tensorboard-plugin-profile (>=2.4.0,<3.0.0dev)", "tensorflow (>=2.3.0,<3.0.0dev)", "tensorflow (>=2.3.0,<3.0.0dev)", "tensorflow (>=2.4.0,<3.0.0dev)", "urllib3 (>=1.21.1,<1.27)", "uvicorn[standard] (>=0.16.0)", "werkzeug (>=2.0.0,<2.1.0dev)"]
-langchain = ["langchain (>=0.1.16,<0.3)", "langchain-core (<0.2)", "langchain-google-vertexai (<2)", "openinference-instrumentation-langchain (>=0.1.19,<0.2)"]
-langchain-testing = ["absl-py", "cloudpickle (>=2.2.1,<4.0)", "langchain (>=0.1.16,<0.3)", "langchain-core (<0.2)", "langchain-google-vertexai (<2)", "openinference-instrumentation-langchain (>=0.1.19,<0.2)", "opentelemetry-exporter-gcp-trace (<2)", "opentelemetry-sdk (<2)", "pydantic (>=2.6.3,<3)", "pytest-xdist"]
+langchain = ["langchain (>=0.1.16,<0.3)", "langchain-core (<0.2)", "langchain-google-vertexai (<2)", "openinference-instrumentation-langchain (>=0.1.19,<0.2)", "tenacity (<=8.3)"]
+langchain-testing = ["absl-py", "cloudpickle (>=3.0,<4.0)", "langchain (>=0.1.16,<0.3)", "langchain-core (<0.2)", "langchain-google-vertexai (<2)", "openinference-instrumentation-langchain (>=0.1.19,<0.2)", "opentelemetry-exporter-gcp-trace (<2)", "opentelemetry-sdk (<2)", "pydantic (>=2.6.3,<3)", "pytest-xdist", "tenacity (<=8.3)"]
 lit = ["explainable-ai-sdk (>=1.0.0)", "lit-nlp (==0.4.0)", "pandas (>=1.0.0)", "tensorflow (>=2.3.0,<3.0.0dev)"]
 metadata = ["numpy (>=1.15.0)", "pandas (>=1.0.0)"]
 pipelines = ["pyyaml (>=5.3.1,<7)"]
@@ -1603,21 +1604,22 @@ private-endpoints = ["requests (>=2.28.1)", "urllib3 (>=1.21.1,<1.27)"]
 rapid-evaluation = ["nest-asyncio (>=1.0.0,<1.6.0)", "pandas (>=1.0.0,<2.2.0)"]
 ray = ["google-cloud-bigquery", "google-cloud-bigquery-storage", "immutabledict", "pandas (>=1.0.0,<2.2.0)", "pyarrow (>=6.0.1)", "pydantic (<2)", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<=2.9.3)", "ray[default] (>=2.5,<=2.9.3)", "setuptools (<70.0.0)"]
 ray-testing = ["google-cloud-bigquery", "google-cloud-bigquery-storage", "immutabledict", "pandas (>=1.0.0,<2.2.0)", "pyarrow (>=6.0.1)", "pydantic (<2)", "pytest-xdist", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<=2.9.3)", "ray[default] (>=2.5,<=2.9.3)", "ray[train] (==2.9.3)", "scikit-learn", "setuptools (<70.0.0)", "tensorflow", "torch (>=2.0.0,<2.1.0)", "xgboost", "xgboost-ray"]
-reasoningengine = ["cloudpickle (>=2.2.1,<4.0)", "opentelemetry-exporter-gcp-trace (<2)", "opentelemetry-sdk (<2)", "pydantic (>=2.6.3,<3)"]
+reasoningengine = ["cloudpickle (>=3.0,<4.0)", "opentelemetry-exporter-gcp-trace (<2)", "opentelemetry-sdk (<2)", "pydantic (>=2.6.3,<3)"]
 tensorboard = ["tensorboard-plugin-profile (>=2.4.0,<3.0.0dev)", "tensorflow (>=2.3.0,<3.0.0dev)", "tensorflow (>=2.4.0,<3.0.0dev)", "werkzeug (>=2.0.0,<2.1.0dev)"]
-testing = ["bigframes", "cloudpickle (<3.0)", "docker (>=5.0.3)", "explainable-ai-sdk (>=1.0.0)", "fastapi (>=0.71.0,<=0.109.1)", "google-api-core (>=2.11,<3.0.0)", "google-cloud-bigquery", "google-cloud-bigquery-storage", "google-cloud-logging (<4.0)", "google-vizier (>=0.1.6)", "grpcio-testing", "httpx (>=0.23.0,<0.25.0)", "immutabledict", "ipython", "kfp (>=2.6.0,<3.0.0)", "lit-nlp (==0.4.0)", "mlflow (>=1.27.0,<=2.1.1)", "nest-asyncio (>=1.0.0,<1.6.0)", "numpy (>=1.15.0)", "pandas (>=1.0.0)", "pandas (>=1.0.0,<2.2.0)", "pyarrow (>=10.0.1)", "pyarrow (>=14.0.0)", "pyarrow (>=3.0.0,<8.0dev)", "pyarrow (>=6.0.1)", "pydantic (<2)", "pyfakefs", "pytest-asyncio", "pytest-xdist", "pyyaml (>=5.3.1,<7)", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<=2.9.3)", "ray[default] (>=2.5,<=2.9.3)", "requests (>=2.28.1)", "requests-toolbelt (<1.0.0)", "scikit-learn", "setuptools (<70.0.0)", "starlette (>=0.17.1)", "tensorboard-plugin-profile (>=2.4.0,<3.0.0dev)", "tensorflow (==2.13.0)", "tensorflow (==2.16.1)", "tensorflow (>=2.3.0,<3.0.0dev)", "tensorflow (>=2.3.0,<3.0.0dev)", "tensorflow (>=2.4.0,<3.0.0dev)", "torch (>=2.0.0,<2.1.0)", "torch (>=2.2.0)", "urllib3 (>=1.21.1,<1.27)", "uvicorn[standard] (>=0.16.0)", "werkzeug (>=2.0.0,<2.1.0dev)", "xgboost"]
+testing = ["bigframes", "cloudpickle (<3.0)", "docker (>=5.0.3)", "explainable-ai-sdk (>=1.0.0)", "fastapi (>=0.71.0,<=0.109.1)", "google-api-core (>=2.11,<3.0.0)", "google-cloud-bigquery", "google-cloud-bigquery-storage", "google-cloud-logging (<4.0)", "google-vizier (>=0.1.6)", "grpcio-testing", "httpx (>=0.23.0,<0.25.0)", "immutabledict", "ipython", "kfp (>=2.6.0,<3.0.0)", "lit-nlp (==0.4.0)", "mlflow (>=1.27.0,<=2.1.1)", "nest-asyncio (>=1.0.0,<1.6.0)", "nltk", "numpy (>=1.15.0)", "pandas (>=1.0.0)", "pandas (>=1.0.0,<2.2.0)", "pyarrow (>=10.0.1)", "pyarrow (>=14.0.0)", "pyarrow (>=3.0.0,<8.0dev)", "pyarrow (>=6.0.1)", "pydantic (<2)", "pyfakefs", "pytest-asyncio", "pytest-xdist", "pyyaml (>=5.3.1,<7)", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<=2.9.3)", "ray[default] (>=2.5,<=2.9.3)", "requests (>=2.28.1)", "requests-toolbelt (<1.0.0)", "scikit-learn", "sentencepiece (>=0.2.0)", "setuptools (<70.0.0)", "starlette (>=0.17.1)", "tensorboard-plugin-profile (>=2.4.0,<3.0.0dev)", "tensorflow (==2.13.0)", "tensorflow (==2.16.1)", "tensorflow (>=2.3.0,<3.0.0dev)", "tensorflow (>=2.3.0,<3.0.0dev)", "tensorflow (>=2.4.0,<3.0.0dev)", "torch (>=2.0.0,<2.1.0)", "torch (>=2.2.0)", "urllib3 (>=1.21.1,<1.27)", "uvicorn[standard] (>=0.16.0)", "werkzeug (>=2.0.0,<2.1.0dev)", "xgboost"]
+tokenization = ["sentencepiece (>=0.2.0)"]
 vizier = ["google-vizier (>=0.1.6)"]
 xai = ["tensorflow (>=2.3.0,<3.0.0dev)"]
 
 [[package]]
 name = "google-cloud-bigquery"
-version = "3.24.0"
+version = "3.25.0"
 description = "Google BigQuery API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-cloud-bigquery-3.24.0.tar.gz", hash = "sha256:e95e6f6e0aa32e6c453d44e2b3298931fdd7947c309ea329a31b6ff1f939e17e"},
-    {file = "google_cloud_bigquery-3.24.0-py2.py3-none-any.whl", hash = "sha256:bc08323ce99dee4e811b7c3d0cde8929f5bf0b1aeaed6bcd75fc89796dd87652"},
+    {file = "google-cloud-bigquery-3.25.0.tar.gz", hash = "sha256:5b2aff3205a854481117436836ae1403f11f2594e6810a98886afd57eda28509"},
+    {file = "google_cloud_bigquery-3.25.0-py2.py3-none-any.whl", hash = "sha256:7f0c371bc74d2a7fb74dacbc00ac0f90c8c2bec2289b51dd6685a275873b1ce9"},
 ]
 
 [package.dependencies]
@@ -1798,18 +1800,18 @@ requests = ["requests (>=2.18.0,<3.0.0dev)"]
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.63.1"
+version = "1.63.2"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "googleapis-common-protos-1.63.1.tar.gz", hash = "sha256:c6442f7a0a6b2a80369457d79e6672bb7dcbaab88e0848302497e3ec80780a6a"},
-    {file = "googleapis_common_protos-1.63.1-py2.py3-none-any.whl", hash = "sha256:0e1c2cdfcbc354b76e4a211a35ea35d6926a835cba1377073c4861db904a1877"},
+    {file = "googleapis-common-protos-1.63.2.tar.gz", hash = "sha256:27c5abdffc4911f28101e635de1533fb4cfd2c37fbaa9174587c799fac90aa87"},
+    {file = "googleapis_common_protos-1.63.2-py2.py3-none-any.whl", hash = "sha256:27a2499c7e8aff199665b22741997e485eccc8645aa9176c7c988e6fae507945"},
 ]
 
 [package.dependencies]
 grpcio = {version = ">=1.44.0,<2.0.0.dev0", optional = true, markers = "extra == \"grpc\""}
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<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"
+protobuf = ">=3.20.2,<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"
 
 [package.extras]
 grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
@@ -1903,13 +1905,13 @@ test = ["objgraph", "psutil"]
 
 [[package]]
 name = "griffe"
-version = "0.45.3"
+version = "0.47.0"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "griffe-0.45.3-py3-none-any.whl", hash = "sha256:ed1481a680ae3e28f91a06e0d8a51a5c9b97555aa2527abc2664447cc22337d6"},
-    {file = "griffe-0.45.3.tar.gz", hash = "sha256:02ee71cc1a5035864b97bd0dbfff65c33f6f2c8854d3bd48a791905c2b8a44b9"},
+    {file = "griffe-0.47.0-py3-none-any.whl", hash = "sha256:07a2fd6a8c3d21d0bbb0decf701d62042ccc8a576645c7f8799fe1f10de2b2de"},
+    {file = "griffe-0.47.0.tar.gz", hash = "sha256:95119a440a3c932b13293538bdbc405bee4c36428547553dc6b327e7e7d35e5a"},
 ]
 
 [package.dependencies]
@@ -1917,19 +1919,19 @@ colorama = ">=0.4"
 
 [[package]]
 name = "grpc-google-iam-v1"
-version = "0.13.0"
+version = "0.13.1"
 description = "IAM API client library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "grpc-google-iam-v1-0.13.0.tar.gz", hash = "sha256:fad318608b9e093258fbf12529180f400d1c44453698a33509cc6ecf005b294e"},
-    {file = "grpc_google_iam_v1-0.13.0-py2.py3-none-any.whl", hash = "sha256:53902e2af7de8df8c1bd91373d9be55b0743ec267a7428ea638db3775becae89"},
+    {file = "grpc-google-iam-v1-0.13.1.tar.gz", hash = "sha256:3ff4b2fd9d990965e410965253c0da6f66205d5a8291c4c31c6ebecca18a9001"},
+    {file = "grpc_google_iam_v1-0.13.1-py2.py3-none-any.whl", hash = "sha256:c3e86151a981811f30d5e7330f271cee53e73bb87755e88cc3b6f0c7b5fe374e"},
 ]
 
 [package.dependencies]
 googleapis-common-protos = {version = ">=1.56.0,<2.0.0dev", extras = ["grpc"]}
 grpcio = ">=1.44.0,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<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,<5.0.0dev"
+protobuf = ">=3.20.2,<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,<6.0.0dev"
 
 [[package]]
 name = "grpcio"
@@ -2122,13 +2124,13 @@ files = [
 
 [[package]]
 name = "huggingface-hub"
-version = "0.23.3"
+version = "0.23.4"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.23.3-py3-none-any.whl", hash = "sha256:22222c41223f1b7c209ae5511d2d82907325a0e3cdbce5f66949d43c598ff3bc"},
-    {file = "huggingface_hub-0.23.3.tar.gz", hash = "sha256:1a1118a0b3dea3bab6c325d71be16f5ffe441d32f3ac7c348d6875911b694b5b"},
+    {file = "huggingface_hub-0.23.4-py3-none-any.whl", hash = "sha256:3a0b957aa87150addf0cc7bd71b4d954b78e749850e1e7fb29ebbd2db64ca037"},
+    {file = "huggingface_hub-0.23.4.tar.gz", hash = "sha256:35d99016433900e44ae7efe1c209164a5a81dbbcd53a52f99c281dcd7ce22431"},
 ]
 
 [package.dependencies]
@@ -2615,18 +2617,21 @@ extended-testing = ["beautifulsoup4 (>=4.12.3,<5.0.0)", "lxml (>=4.9.3,<6.0)"]
 
 [[package]]
 name = "langsmith"
-version = "0.1.77"
+version = "0.1.82"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langsmith-0.1.77-py3-none-any.whl", hash = "sha256:2202cc21b1ed7e7b9e5d2af2694be28898afa048c09fdf09f620cbd9301755ae"},
-    {file = "langsmith-0.1.77.tar.gz", hash = "sha256:4ace09077a9a4e412afeb4b517ca68e7de7b07f36e4792dc8236ac5207c0c0c7"},
+    {file = "langsmith-0.1.82-py3-none-any.whl", hash = "sha256:9b3653e7d316036b0c60bf0bc3e280662d660f485a4ebd8e5c9d84f9831ae79c"},
+    {file = "langsmith-0.1.82.tar.gz", hash = "sha256:c02e2bbc488c10c13b52c69d271eb40bd38da078d37b6ae7ae04a18bd48140be"},
 ]
 
 [package.dependencies]
 orjson = ">=3.9.14,<4.0.0"
-pydantic = ">=1,<3"
+pydantic = [
+    {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""},
+    {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
+]
 requests = ">=2,<3"
 
 [[package]]
@@ -2861,13 +2866,13 @@ pyyaml = ">=5.1"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.5.26"
+version = "9.5.27"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mkdocs_material-9.5.26-py3-none-any.whl", hash = "sha256:5d01fb0aa1c7946a1e3ae8689aa2b11a030621ecb54894e35aabb74c21016312"},
-    {file = "mkdocs_material-9.5.26.tar.gz", hash = "sha256:56aeb91d94cffa43b6296fa4fbf0eb7c840136e563eecfd12c2d9e92e50ba326"},
+    {file = "mkdocs_material-9.5.27-py3-none-any.whl", hash = "sha256:af8cc263fafa98bb79e9e15a8c966204abf15164987569bd1175fd66a7705182"},
+    {file = "mkdocs_material-9.5.27.tar.gz", hash = "sha256:a7d4a35f6d4a62b0c43a0cfe7e987da0980c13587b5bc3c26e690ad494427ec0"},
 ]
 
 [package.dependencies]
@@ -3344,13 +3349,13 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.34.0"
+version = "1.35.5"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
-    {file = "openai-1.34.0-py3-none-any.whl", hash = "sha256:018623c2f795424044675c6230fa3bfbf98d9e0aab45d8fd116f2efb2cfb6b7e"},
-    {file = "openai-1.34.0.tar.gz", hash = "sha256:95c8e2da4acd6958e626186957d656597613587195abd0fb2527566a93e76770"},
+    {file = "openai-1.35.5-py3-none-any.whl", hash = "sha256:28d92503c6e4b6a32a89277b36693023ef41f60922a4b5c8c621e8c5697ae3a6"},
+    {file = "openai-1.35.5.tar.gz", hash = "sha256:67ef289ae22d350cbf9381d83ae82c4e3596d71b7ad1cc886143554ee12fe0c9"},
 ]
 
 [package.dependencies]
@@ -3648,6 +3653,20 @@ files = [
     {file = "paginate-0.5.6.tar.gz", hash = "sha256:5e6007b6a9398177a7e1648d04fdd9f8c9766a1a945bceac82f1929e8c78af2d"},
 ]
 
+[[package]]
+name = "parameterized"
+version = "0.9.0"
+description = "Parameterized testing with any Python test framework"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "parameterized-0.9.0-py2.py3-none-any.whl", hash = "sha256:4e0758e3d41bea3bbd05ec14fc2c24736723f243b28d702081aef438c9372b1b"},
+    {file = "parameterized-0.9.0.tar.gz", hash = "sha256:7fc905272cefa4f364c1a3429cbbe9c0f98b793988efb5bf90aac80f08db09b1"},
+]
+
+[package.extras]
+dev = ["jinja2"]
+
 [[package]]
 name = "pathspec"
 version = "0.12.1"
@@ -3819,20 +3838,20 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "proto-plus"
-version = "1.23.0"
+version = "1.24.0"
 description = "Beautiful, Pythonic protocol buffers."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "proto-plus-1.23.0.tar.gz", hash = "sha256:89075171ef11988b3fa157f5dbd8b9cf09d65fffee97e29ce403cd8defba19d2"},
-    {file = "proto_plus-1.23.0-py3-none-any.whl", hash = "sha256:a829c79e619e1cf632de091013a4173deed13a55f326ef84f05af6f50ff4c82c"},
+    {file = "proto-plus-1.24.0.tar.gz", hash = "sha256:30b72a5ecafe4406b0d339db35b56c4059064e69227b8c3bda7462397f966445"},
+    {file = "proto_plus-1.24.0-py3-none-any.whl", hash = "sha256:402576830425e5f6ce4c2a6702400ac79897dab0b4343821aa5188b0fab81a12"},
 ]
 
 [package.dependencies]
-protobuf = ">=3.19.0,<5.0.0dev"
+protobuf = ">=3.19.0,<6.0.0dev"
 
 [package.extras]
-testing = ["google-api-core[grpc] (>=1.31.5)"]
+testing = ["google-api-core (>=1.31.5)"]
 
 [[package]]
 name = "protobuf"
@@ -4332,13 +4351,13 @@ files = [
 
 [[package]]
 name = "pyright"
-version = "1.1.367"
+version = "1.1.369"
 description = "Command line wrapper for pyright"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pyright-1.1.367-py3-none-any.whl", hash = "sha256:89de6502ae02f1552d0c4df4b46867887a419849f379db617695ef9308cf01eb"},
-    {file = "pyright-1.1.367.tar.gz", hash = "sha256:b1e5522ceb246ee6bc293a43d6d0162719d6467c1f1e9b81cee741aa11cdacbd"},
+    {file = "pyright-1.1.369-py3-none-any.whl", hash = "sha256:06d5167a8d7be62523ced0265c5d2f1e022e110caf57a25d92f50fb2d07bcda0"},
+    {file = "pyright-1.1.369.tar.gz", hash = "sha256:ad290710072d021e213b98cc7a2f90ae3a48609ef5b978f749346d1a47eb9af8"},
 ]
 
 [package.dependencies]
@@ -4738,13 +4757,13 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "s3transfer"
-version = "0.10.1"
+version = "0.10.2"
 description = "An Amazon S3 Transfer Manager"
 optional = false
-python-versions = ">= 3.8"
+python-versions = ">=3.8"
 files = [
-    {file = "s3transfer-0.10.1-py3-none-any.whl", hash = "sha256:ceb252b11bcf87080fb7850a224fb6e05c8a776bab8f2b64b7f25b969464839d"},
-    {file = "s3transfer-0.10.1.tar.gz", hash = "sha256:5683916b4c724f799e600f41dd9e10a9ff19871bf87623cc8f491cb4f5fa0a19"},
+    {file = "s3transfer-0.10.2-py3-none-any.whl", hash = "sha256:eca1c20de70a39daee580aef4986996620f365c4e0fda6a86100231d62f1bf69"},
+    {file = "s3transfer-0.10.2.tar.gz", hash = "sha256:0711534e9356d3cc692fdde846b4a1e4b0cb6519971860796e6bc4c7aea00ef6"},
 ]
 
 [package.dependencies]
@@ -4766,13 +4785,13 @@ files = [
 
 [[package]]
 name = "selenium"
-version = "4.21.0"
-description = ""
+version = "4.22.0"
+description = "Official Python bindings for Selenium WebDriver"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "selenium-4.21.0-py3-none-any.whl", hash = "sha256:4770ffe5a5264e609de7dc914be6b89987512040d5a8efb2abb181330d097993"},
-    {file = "selenium-4.21.0.tar.gz", hash = "sha256:650dbfa5159895ff00ad16e5ddb6ceecb86b90c7ed2012b3f041f64e6e4904fe"},
+    {file = "selenium-4.22.0-py3-none-any.whl", hash = "sha256:e424991196e9857e19bf04fe5c1c0a4aac076794ff5e74615b1124e729d93104"},
+    {file = "selenium-4.22.0.tar.gz", hash = "sha256:903c8c9d61b3eea6fcc9809dc7d9377e04e2ac87709876542cc8f863e482c4ce"},
 ]
 
 [package.dependencies]
@@ -4781,6 +4800,7 @@ trio = ">=0.17,<1.0"
 trio-websocket = ">=0.9,<1.0"
 typing_extensions = ">=4.9.0"
 urllib3 = {version = ">=1.26,<3", extras = ["socks"]}
+websocket-client = ">=1.8.0"
 
 [[package]]
 name = "semver"
@@ -4795,18 +4815,18 @@ files = [
 
 [[package]]
 name = "setuptools"
-version = "70.0.0"
+version = "70.1.1"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-70.0.0-py3-none-any.whl", hash = "sha256:54faa7f2e8d2d11bcd2c07bed282eef1046b5c080d1c32add737d7b5817b1ad4"},
-    {file = "setuptools-70.0.0.tar.gz", hash = "sha256:f211a66637b8fa059bb28183da127d4e86396c991a942b028c6650d4319c3fd0"},
+    {file = "setuptools-70.1.1-py3-none-any.whl", hash = "sha256:a58a8fde0541dab0419750bcc521fbdf8585f6e5cb41909df3a472ef7b81ca95"},
+    {file = "setuptools-70.1.1.tar.gz", hash = "sha256:937a48c7cdb7a21eb53cd7f9b59e525503aa8abaf3584c730dc5f7a5bec3a650"},
 ]
 
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+    {file = "SQLAlchemy-2.0.31-cp38-cp38-win32.whl", hash = "sha256:c76c81c52e1e08f12f4b6a07af2b96b9b15ea67ccdd40ae17019f1c373faa227"},
+    {file = "SQLAlchemy-2.0.31-cp38-cp38-win_amd64.whl", hash = "sha256:4b600e9a212ed59355813becbcf282cfda5c93678e15c25a0ef896b354423238"},
+    {file = "SQLAlchemy-2.0.31-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:5b6cf796d9fcc9b37011d3f9936189b3c8074a02a4ed0c0fbbc126772c31a6d4"},
+    {file = "SQLAlchemy-2.0.31-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:78fe11dbe37d92667c2c6e74379f75746dc947ee505555a0197cfba9a6d4f1a4"},
+    {file = "SQLAlchemy-2.0.31-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2fc47dc6185a83c8100b37acda27658fe4dbd33b7d5e7324111f6521008ab4fe"},
+    {file = "SQLAlchemy-2.0.31-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8a41514c1a779e2aa9a19f67aaadeb5cbddf0b2b508843fcd7bafdf4c6864005"},
+    {file = "SQLAlchemy-2.0.31-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:afb6dde6c11ea4525318e279cd93c8734b795ac8bb5dda0eedd9ebaca7fa23f1"},
+    {file = "SQLAlchemy-2.0.31-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:3f9faef422cfbb8fd53716cd14ba95e2ef655400235c3dfad1b5f467ba179c8c"},
+    {file = "SQLAlchemy-2.0.31-cp39-cp39-win32.whl", hash = "sha256:fc6b14e8602f59c6ba893980bea96571dd0ed83d8ebb9c4479d9ed5425d562e9"},
+    {file = "SQLAlchemy-2.0.31-cp39-cp39-win_amd64.whl", hash = "sha256:3cb8a66b167b033ec72c3812ffc8441d4e9f5f78f5e31e54dcd4c90a4ca5bebc"},
+    {file = "SQLAlchemy-2.0.31-py3-none-any.whl", hash = "sha256:69f3e3c08867a8e4856e92d7afb618b95cdee18e0bc1647b77599722c9a28911"},
+    {file = "SQLAlchemy-2.0.31.tar.gz", hash = "sha256:b607489dd4a54de56984a0c7656247504bd5523d9d0ba799aef59d4add009484"},
+]
+
+[package.dependencies]
+greenlet = {version = "!=0.4.17", markers = "python_version < \"3.13\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
 typing-extensions = ">=4.6.0"
 
 [package.extras]
@@ -5051,13 +5071,13 @@ mpmath = ">=1.1.0,<1.4.0"
 
 [[package]]
 name = "tenacity"
-version = "8.3.0"
+version = "8.4.2"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tenacity-8.3.0-py3-none-any.whl", hash = "sha256:3649f6443dbc0d9b01b9d8020a9c4ec7a1ff5f6f3c6c8a036ef371f573fe9185"},
-    {file = "tenacity-8.3.0.tar.gz", hash = "sha256:953d4e6ad24357bceffbc9707bc74349aca9d245f68eb65419cf0c249a1949a2"},
+    {file = "tenacity-8.4.2-py3-none-any.whl", hash = "sha256:9e6f7cf7da729125c7437222f8a522279751cdfbe6b67bfe64f75d3a348661b2"},
+    {file = "tenacity-8.4.2.tar.gz", hash = "sha256:cd80a53a79336edba8489e767f729e4f391c896956b57140b5d7511a64bbd3ef"},
 ]
 
 [package.extras]
@@ -5475,13 +5495,13 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "1.26.18"
+version = "1.26.19"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
-    {file = "urllib3-1.26.18-py2.py3-none-any.whl", hash = "sha256:34b97092d7e0a3a8cf7cd10e386f401b3737364026c45e622aa02903dffe0f07"},
-    {file = "urllib3-1.26.18.tar.gz", hash = "sha256:f8ecc1bba5667413457c529ab955bf8c67b45db799d159066261719e328580a0"},
+    {file = "urllib3-1.26.19-py2.py3-none-any.whl", hash = "sha256:37a0344459b199fce0e80b0d3569837ec6b6937435c5244e7fd73fa6006830f3"},
+    {file = "urllib3-1.26.19.tar.gz", hash = "sha256:3e3d753a8618b86d7de333b4223005f68720bcd6a7d2bcb9fbd2229ec7c1e429"},
 ]
 
 [package.dependencies]
@@ -5583,13 +5603,13 @@ tests = ["Werkzeug (==2.0.3)", "aiohttp", "boto3", "httplib2", "httpx", "pytest"
 
 [[package]]
 name = "virtualenv"
-version = "20.26.2"
+version = "20.26.3"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.26.2-py3-none-any.whl", hash = "sha256:a624db5e94f01ad993d476b9ee5346fdf7b9de43ccaee0e0197012dc838a0e9b"},
-    {file = "virtualenv-20.26.2.tar.gz", hash = "sha256:82bf0f4eebbb78d36ddaee0283d43fe5736b53880b8a8cdcd37390a07ac3741c"},
+    {file = "virtualenv-20.26.3-py3-none-any.whl", hash = "sha256:8cc4a31139e796e9a7de2cd5cf2489de1217193116a8fd42328f1bd65f434589"},
+    {file = "virtualenv-20.26.3.tar.gz", hash = "sha256:4c43a2a236279d9ea36a0d76f98d84bd6ca94ac4e0f4a3b9d46d05e10fea542a"},
 ]
 
 [package.dependencies]
@@ -6092,4 +6112,4 @@ tools = ["crewai-tools"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<=3.13"
-content-hash = "f1e540dc2b356a2592149e8ff2cc03540e4b0f99e1ce0521b5ff139d5e0ed105"
+content-hash = "f05ddc6bad8f1494d044c25ef50522081c93c1d19c000b70f65fd6b49887f19b"
diff --git a/src/crewai/task.py b/src/crewai/task.py
index 359f5871f6..47c7940ae3 100644
--- a/src/crewai/task.py
+++ b/src/crewai/task.py
@@ -5,6 +5,9 @@
 import uuid
 from typing import Any, Dict, List, Optional, Type
 
+from langchain_core.output_parsers import StrOutputParser
+from langchain_core.prompts import PromptTemplate
+
 from langchain_openai import ChatOpenAI
 from pydantic import UUID4, BaseModel, Field, field_validator, model_validator
 from pydantic_core import PydanticCustomError
@@ -94,6 +97,14 @@ class Config:
         description="Whether the task should have a human review the final answer of the agent",
         default=False,
     )
+    rci: Optional[bool] = Field(
+        default=True,
+        description="Whether the agent should use Recursive Criticism and Iteration(RCI) to verify output or not",
+    )
+    rci_depth: Optional[int] = Field(
+        default=1,
+        description="If the agent uses RCI, how many iterations it can maximum re-iterate.",
+    )
 
     _original_description: str | None = None
     _original_expected_output: str | None = None
@@ -178,6 +189,10 @@ def execute(  # type: ignore # Missing return statement
         self.prompt_context = context
         tools = tools or self.tools
 
+        # To check if the rci_depth is 0 and rci is set True, if True then set rci_depth as 1
+        if self.rci and self.rci_depth == 0:
+            self.rci_depth = 1
+
         if self.async_execution:
             self.thread = threading.Thread(
                 target=self._execute, args=(agent, self, context, tools)
@@ -189,16 +204,134 @@ def execute(  # type: ignore # Missing return statement
                 agent=agent,
                 context=context,
                 tools=tools,
+                rci=self.rci,  # adding rci in function call
+                rci_depth=self.rci_depth,
             )
             return result
 
-    def _execute(self, agent, task, context, tools):
+    # Create new methods that will verify the output of the agent using RCI - Recursive Criticism and Iteration
+    def critique(self, agent, task, output, llm):
+        critic_prompt_template = """
+        {agent_backstory}. + You are a great critic who has keen eyes for errors. 
+        A task is assigned to a LLM model which provides an output based on the task description. 
+        Identify errors in the output provided by the model, if any. 
+        Strictly avoid grammatical rephrasing or paraphrasing, point out only the logical or factual inaccuracies. 
+        Do not reproduce your own version of the output, just provide only the critique.
+        I repeat do not give your own rewritten version of the output. Only point out the errors.
+
+        Provided Task: {task_description}
+        Output: {output}
+        """
+
+        critic_prompt = PromptTemplate(
+            input_variables=["task_description", "result"],
+            template=critic_prompt_template,
+        )
+
+        critic_chain = critic_prompt | llm | StrOutputParser()
+
+        critic_response = critic_chain.invoke(
+            {
+                "agent_backstory": agent.backstory,
+                "task_description": task.description,
+                "output": output,
+            }
+        )
+
+        print("Critic Response:\n", critic_response)
+
+        return critic_response
+
+    def validate(self, task, critique, output, llm):
+        validate_prompt_template = """
+        You are a context analyzer and your job is to identify if the critique to a task provided and its corresponding output, states "significant changes are required in the output" or synonymous phrases of that significance order.
+        If there are significant changes stated in the critique, without any preamble or additional explanation, just print "True" else just print "False". 
+        Avoid minor inaccuracies or minor adjustments. 
+        If the critique says the overall output matches the task description with minor changes required, print 'False'.
+        Unless and until the output change provided by the critique is tangential, print 'False', if it is tagential print 'True'. 
+        Make sure the output provided by you should be only one word that is either 'True' or 'False'.
+
+        Provided Task: {task_description}
+        Output: {output}
+        Critique: {critique}
+        """
+
+        validate_prompt = PromptTemplate(
+            input_variables=["task_description", "output", "critique"],
+            template=validate_prompt_template,
+        )
+
+        validate_chain = validate_prompt | llm | StrOutputParser()
+
+        validate_response = validate_chain.invoke(
+            {
+                "task_description": task.description,
+                "output": output,
+                "critique": critique,
+            }
+        )
+
+        print("Validate Response:\n", validate_response)
+        return validate_response
+
+    def improve(self, task, output, critique, llm):
+        improve_prompt_template = """
+        You are a helpful assistant who can skillfully analyze the critique provided to a task based on its output. 
+        Your job is completely understand the task, its corresponding output and the critique provided and rewrite the output based on the critique. 
+        Avoid writing "Here is my modificication" or any synoymous phrases at the start or at the end.
+        No need for premable or explanations from your side, just rewrite the output based on the critique. 
+        Make sure you maintain the format if mentioned in the task description.
+
+        Provided Task: {task_description}
+        Output: {output}
+        Critique: {critique}
+        """
+
+        improve_prompt = PromptTemplate(
+            input_variables=["task_description", "output", "critique"],
+            template=improve_prompt_template,
+        )
+
+        improve_chain = improve_prompt | llm | StrOutputParser()
+
+        improve_response = improve_chain.invoke(
+            {
+                "task_description": task.description,
+                "output": output,
+                "critique": critique,
+            }
+        )
+
+        print("Improvised Response:\n", improve_response)
+
+        return improve_response
+
+    def _execute(self, agent, task, context, tools, rci=True, rci_depth=1):
         result = agent.execute_task(
             task=task,
             context=context,
             tools=tools,
         )
 
+        # To perform RCI if rci is set to True
+        llm = self.agent.function_calling_llm or self.agent.llm
+        depth = 0
+        while rci and (depth < rci_depth):
+            critic_response = self.critique(
+                llm=llm, agent=agent, task=task, output=result
+            )
+            validate_response = self.validate(
+                llm=llm, task=task, output=result, critique=critic_response
+            )
+            if validate_response == "True":
+                result = self.improve(
+                    llm=llm, task=task, output=result, critique=critic_response
+                )
+            else:
+                rci = False
+
+            depth += 1
+
         exported_output = self._export_output(result)
 
         self.output = TaskOutput(