diff --git a/integration/main.py b/integration/main.py
new file mode 100644
index 0000000..4d4f03f
--- /dev/null
+++ b/integration/main.py
@@ -0,0 +1,19 @@
+import asyncio
+
+from .s3 import run as s3_run
+
+async def main():
+    success = True
+
+    try:
+        # this will test integration with aioboto3
+        await s3_run()
+    except Exception as e:
+        print(f'Error: {e}')
+        success = False
+
+    if not success:
+        raise Exception('Integration tests failed')
+
+
+asyncio.run(main())
diff --git a/integration/s3.py b/integration/s3.py
new file mode 100644
index 0000000..894a41c
--- /dev/null
+++ b/integration/s3.py
@@ -0,0 +1,34 @@
+import os
+
+async def run():
+    from skynet.modules.ttt.s3 import S3
+
+    s3 = S3()
+
+    file = './test_upload.txt'
+    # create a test file
+    with open(file, 'w') as f:
+        f.write('This is a test file for S3 integration.')
+
+    # # # Test upload
+    await s3.upload_file(file)
+
+    # # delete the local test file
+    os.remove(file)
+
+    # # # Test download
+    await s3.download_file(file)
+
+    # # # Check if the file exists after download
+    if not os.path.exists(file):
+        raise Exception('Downloaded file does not exist')
+
+    # # # Test delete
+    await s3.delete_file(file)
+    os.remove(file)
+
+    # # # Check if the file is deleted from S3
+    await s3.download_file(file)
+
+    if os.path.exists(file):
+        raise Exception('File was not deleted from S3')
diff --git a/poetry.lock b/poetry.lock
index ba84441..9a840c7 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -35,18 +35,18 @@ testing = ["bitsandbytes", "datasets", "diffusers", "evaluate", "parameterized",
 
 [[package]]
 name = "aioboto3"
-version = "14.3.0"
+version = "15.0.0"
 description = "Async boto3 wrapper"
 optional = false
-python-versions = "<4.0,>=3.8"
+python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "aioboto3-14.3.0-py3-none-any.whl", hash = "sha256:aec5de94e9edc1ffbdd58eead38a37f00ddac59a519db749a910c20b7b81bca7"},
-    {file = "aioboto3-14.3.0.tar.gz", hash = "sha256:1d18f88bb56835c607b62bb6cb907754d717bedde3ddfff6935727cb48a80135"},
+    {file = "aioboto3-15.0.0-py3-none-any.whl", hash = "sha256:9cf54b3627c8b34bb82eaf43ab327e7027e37f92b1e10dd5cfe343cd512568d0"},
+    {file = "aioboto3-15.0.0.tar.gz", hash = "sha256:dce40b701d1f8e0886dc874d27cd9799b8bf6b32d63743f57e7bef7e4a562756"},
 ]
 
 [package.dependencies]
-aiobotocore = {version = "2.22.0", extras = ["boto3"]}
+aiobotocore = {version = "2.23.0", extras = ["boto3"]}
 aiofiles = ">=23.2.1"
 
 [package.extras]
@@ -55,29 +55,30 @@ s3cse = ["cryptography (>=44.0.1)"]
 
 [[package]]
 name = "aiobotocore"
-version = "2.22.0"
+version = "2.23.0"
 description = "Async client for aws services using botocore and aiohttp"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "aiobotocore-2.22.0-py3-none-any.whl", hash = "sha256:b4e6306f79df9d81daff1f9d63189a2dbee4b77ce3ab937304834e35eaaeeccf"},
-    {file = "aiobotocore-2.22.0.tar.gz", hash = "sha256:11091477266b75c2b5d28421c1f2bc9a87d175d0b8619cb830805e7a113a170b"},
+    {file = "aiobotocore-2.23.0-py3-none-any.whl", hash = "sha256:8202cebbf147804a083a02bc282fbfda873bfdd0065fd34b64784acb7757b66e"},
+    {file = "aiobotocore-2.23.0.tar.gz", hash = "sha256:0333931365a6c7053aee292fe6ef50c74690c4ae06bb019afdf706cb6f2f5e32"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.9.2,<4.0.0"
 aioitertools = ">=0.5.1,<1.0.0"
-boto3 = {version = ">=1.37.2,<1.37.4", optional = true, markers = "extra == \"boto3\""}
-botocore = ">=1.37.2,<1.37.4"
+boto3 = {version = ">=1.38.23,<1.38.28", optional = true, markers = "extra == \"boto3\""}
+botocore = ">=1.38.23,<1.38.28"
 jmespath = ">=0.7.1,<2.0.0"
 multidict = ">=6.0.0,<7.0.0"
 python-dateutil = ">=2.1,<3.0.0"
 wrapt = ">=1.10.10,<2.0.0"
 
 [package.extras]
-awscli = ["awscli (>=1.38.2,<1.38.4)"]
-boto3 = ["boto3 (>=1.37.2,<1.37.4)"]
+awscli = ["awscli (>=1.40.22,<1.40.27)"]
+boto3 = ["boto3 (>=1.38.23,<1.38.28)"]
+httpx = ["httpx (>=0.25.1,<0.29)"]
 
 [[package]]
 name = "aiofiles"
@@ -105,97 +106,102 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.11.18"
+version = "3.12.13"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev", "vllm"]
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+    {file = "aiohttp-3.12.13-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:5d6c85ac7dd350f8da2520bac8205ce99df4435b399fa7f4dc4a70407073e390"},
+    {file = "aiohttp-3.12.13-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:5a1ecce0ed281bec7da8550da052a6b89552db14d0a0a45554156f085a912f48"},
+    {file = "aiohttp-3.12.13-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:5304d74867028cca8f64f1cc1215eb365388033c5a691ea7aa6b0dc47412f495"},
+    {file = "aiohttp-3.12.13-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:64d1f24ee95a2d1e094a4cd7a9b7d34d08db1bbcb8aa9fb717046b0a884ac294"},
+    {file = "aiohttp-3.12.13-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:119c79922a7001ca6a9e253228eb39b793ea994fd2eccb79481c64b5f9d2a055"},
+    {file = "aiohttp-3.12.13-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:bb18f00396d22e2f10cd8825d671d9f9a3ba968d708a559c02a627536b36d91c"},
+    {file = "aiohttp-3.12.13-cp39-cp39-win32.whl", hash = "sha256:0022de47ef63fd06b065d430ac79c6b0bd24cdae7feaf0e8c6bac23b805a23a8"},
+    {file = "aiohttp-3.12.13-cp39-cp39-win_amd64.whl", hash = "sha256:29e08111ccf81b2734ae03f1ad1cb03b9615e7d8f616764f22f71209c094f122"},
+    {file = "aiohttp-3.12.13.tar.gz", hash = "sha256:47e2da578528264a12e4e3dd8dd72a7289e5f812758fe086473fab037a10fcce"},
 ]
 
 [package.dependencies]
-aiohappyeyeballs = ">=2.3.0"
+aiohappyeyeballs = ">=2.5.0"
 aiosignal = ">=1.1.2"
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
@@ -204,7 +210,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aioitertools"
@@ -591,34 +597,34 @@ files = [
 
 [[package]]
 name = "boto3"
-version = "1.37.3"
+version = "1.38.27"
 description = "The AWS SDK for Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "boto3-1.37.3-py3-none-any.whl", hash = "sha256:2063b40af99fd02f6228ff52397b552ff3353831edaf8d25cc04801827ab9794"},
-    {file = "boto3-1.37.3.tar.gz", hash = "sha256:21f3ce0ef111297e63a6eb998a25197b8c10982970c320d4c6e8db08be2157be"},
+    {file = "boto3-1.38.27-py3-none-any.whl", hash = "sha256:95f5fe688795303a8a15e8b7e7f255cadab35eae459d00cc281a4fd77252ea80"},
+    {file = "boto3-1.38.27.tar.gz", hash = "sha256:94bd7fdd92d5701b362d4df100d21e28f8307a67ff56b6a8b0398119cf22f859"},
 ]
 
 [package.dependencies]
-botocore = ">=1.37.3,<1.38.0"
+botocore = ">=1.38.27,<1.39.0"
 jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.11.0,<0.12.0"
+s3transfer = ">=0.13.0,<0.14.0"
 
 [package.extras]
 crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.37.3"
+version = "1.38.27"
 description = "Low-level, data-driven core of boto 3."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "botocore-1.37.3-py3-none-any.whl", hash = "sha256:d01bd3bf4c80e61fa88d636ad9f5c9f60a551d71549b481386c6b4efe0bb2b2e"},
-    {file = "botocore-1.37.3.tar.gz", hash = "sha256:fe8403eb55a88faf9b0f9da6615e5bee7be056d75e17af66c3c8f0a3b0648da4"},
+    {file = "botocore-1.38.27-py3-none-any.whl", hash = "sha256:a785d5e9a5eda88ad6ab9ed8b87d1f2ac409d0226bba6ff801c55359e94d91a8"},
+    {file = "botocore-1.38.27.tar.gz", hash = "sha256:9788f7efe974328a38cbade64cc0b1e67d27944b899f88cb786ae362973133b6"},
 ]
 
 [package.dependencies]
@@ -2244,22 +2250,22 @@ xai = ["langchain-xai"]
 
 [[package]]
 name = "langchain-community"
-version = "0.3.22"
+version = "0.3.25"
 description = "Community contributed LangChain integrations."
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_community-0.3.22-py3-none-any.whl", hash = "sha256:02ecdc669408d587b9dda78462dbbe8c27168edd26bb205630d0bc753e7cce6b"},
-    {file = "langchain_community-0.3.22.tar.gz", hash = "sha256:36284687a9f64bc7820c0140beb3b96393f6c74c0b7ad8ba04ac35d673fe0988"},
+    {file = "langchain_community-0.3.25-py3-none-any.whl", hash = "sha256:0d7f673d463019ab1aca4e50e750048214a7772efd2c8e1d59256739b8318f97"},
+    {file = "langchain_community-0.3.25.tar.gz", hash = "sha256:a536888a48b36184dee20df86d266827a01916397fb398af2088ab7c3dfee684"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
 httpx-sse = ">=0.4.0,<1.0.0"
-langchain = ">=0.3.24,<1.0.0"
-langchain-core = ">=0.3.55,<1.0.0"
+langchain = ">=0.3.25,<1.0.0"
+langchain-core = ">=0.3.65,<1.0.0"
 langsmith = ">=0.1.125,<0.4"
 numpy = {version = ">=1.26.2", markers = "python_version < \"3.13\""}
 pydantic-settings = ">=2.4.0,<3.0.0"
@@ -2270,19 +2276,19 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.60"
+version = "0.3.66"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_core-0.3.60-py3-none-any.whl", hash = "sha256:2ccdf06b12e699b1b0962bc02837056c075b4981c3d13f82a4d4c30bb22ea3dc"},
-    {file = "langchain_core-0.3.60.tar.gz", hash = "sha256:63dd1bdf7939816115399522661ca85a2f3686a61440f2f46ebd86d1b028595b"},
+    {file = "langchain_core-0.3.66-py3-none-any.whl", hash = "sha256:65cd6c3659afa4f91de7aa681397a0c53ff9282425c281e53646dd7faf16099e"},
+    {file = "langchain_core-0.3.66.tar.gz", hash = "sha256:350c92e792ec1401f4b740d759b95f297710a50de29e1be9fbfff8676ef62117"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
-langsmith = ">=0.1.126,<0.4"
+langsmith = ">=0.3.45"
 packaging = ">=23.2,<25"
 pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
@@ -2291,38 +2297,39 @@ typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-huggingface"
-version = "0.2.0"
+version = "0.3.0"
 description = "An integration package connecting Hugging Face and LangChain."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_huggingface-0.2.0-py3-none-any.whl", hash = "sha256:eed1fdfe51d16d761499fa754491a1a4dcb61798c1e5516335071d1dad852a41"},
-    {file = "langchain_huggingface-0.2.0.tar.gz", hash = "sha256:609acbfbade749bffa22acffd46d9e924a58e96cc59215d0562b8e9215b210f5"},
+    {file = "langchain_huggingface-0.3.0-py3-none-any.whl", hash = "sha256:aab85d57e649c805d2f2a9f8d72d87b5d12c45dd4831309ac9c37753ddb237ed"},
+    {file = "langchain_huggingface-0.3.0.tar.gz", hash = "sha256:d1cf93fb4d4eafc8b44edcd5fba904b27cbd3fda6cdef0e2321fbcf4efcda822"},
 ]
 
 [package.dependencies]
 huggingface-hub = ">=0.30.2"
-langchain-core = ">=0.3.59,<1.0.0"
-sentence-transformers = ">=2.6.0"
+langchain-core = ">=0.3.65,<1.0.0"
 tokenizers = ">=0.19.1"
-transformers = ">=4.39.0"
+
+[package.extras]
+full = ["sentence-transformers (>=2.6.0)", "transformers (>=4.39.0)"]
 
 [[package]]
 name = "langchain-openai"
-version = "0.3.16"
+version = "0.3.27"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_openai-0.3.16-py3-none-any.whl", hash = "sha256:eae74a6758d38a26159c5fde5abf8ef313e6400efb01a08f12dd7410c9f4fd0f"},
-    {file = "langchain_openai-0.3.16.tar.gz", hash = "sha256:4e423e39d072f1432adc9430f2905fe635cc019f01ad1bdffa5ed8d0dda32149"},
+    {file = "langchain_openai-0.3.27-py3-none-any.whl", hash = "sha256:efe636c3523978c44adc41cf55c8b3766c05c77547982465884d1258afe705df"},
+    {file = "langchain_openai-0.3.27.tar.gz", hash = "sha256:5d5a55adbff739274dfc3a4102925771736f893758f63679b64ae62fed79ca30"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.58,<1.0.0"
-openai = ">=1.68.2,<2.0.0"
+langchain-core = ">=0.3.66,<1.0.0"
+openai = ">=1.86.0,<2.0.0"
 tiktoken = ">=0.7,<1"
 
 [[package]]
@@ -2342,14 +2349,14 @@ langchain-core = ">=0.3.51,<1.0.0"
 
 [[package]]
 name = "langsmith"
-version = "0.3.42"
+version = "0.3.45"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langsmith-0.3.42-py3-none-any.whl", hash = "sha256:18114327f3364385dae4026ebfd57d1c1cb46d8f80931098f0f10abe533475ff"},
-    {file = "langsmith-0.3.42.tar.gz", hash = "sha256:2b5cbc450ab808b992362aac6943bb1d285579aa68a3a8be901d30a393458f25"},
+    {file = "langsmith-0.3.45-py3-none-any.whl", hash = "sha256:5b55f0518601fa65f3bb6b1a3100379a96aa7b3ed5e9380581615ba9c65ed8ed"},
+    {file = "langsmith-0.3.45.tar.gz", hash = "sha256:1df3c6820c73ed210b2c7bc5cdb7bfa19ddc9126cd03fdf0da54e2e171e6094d"},
 ]
 
 [package.dependencies]
@@ -3459,14 +3466,14 @@ files = [
 
 [[package]]
 name = "oci"
-version = "2.151.0"
+version = "2.154.3"
 description = "Oracle Cloud Infrastructure Python SDK"
 optional = false
 python-versions = "*"
 groups = ["main"]
 files = [
-    {file = "oci-2.151.0-py3-none-any.whl", hash = "sha256:24ca4fef8a189664bf6255388733431f9023c2674718e7d5ec99494d31cc2d2c"},
-    {file = "oci-2.151.0.tar.gz", hash = "sha256:e1cc9c1014336a7af313ae751137d251248565dbe3632146f168cca77b352247"},
+    {file = "oci-2.154.3-py3-none-any.whl", hash = "sha256:7d70ece85c501df2df6e4ac3ee848f024380cb48bbdab913b69b1d791c6e195f"},
+    {file = "oci-2.154.3.tar.gz", hash = "sha256:5cfa9bc2efeb3f2f5c88ab32ffb3317c9d351fbc5ad33c983a1cb211a26e94c5"},
 ]
 
 [package.dependencies]
@@ -3477,6 +3484,9 @@ pyOpenSSL = ">=17.5.0,<25.0.0"
 python-dateutil = ">=2.5.3,<3.0.0"
 pytz = ">=2016.10"
 
+[package.extras]
+adk = ["docstring-parser (>=0.16) ; python_version >= \"3.10\" and python_version < \"4\"", "mcp (>=1.6.0) ; python_version >= \"3.10\" and python_version < \"4\"", "pydantic (>=2.10.6) ; python_version >= \"3.10\" and python_version < \"4\"", "rich (>=13.9.4) ; python_version >= \"3.10\" and python_version < \"4\""]
+
 [[package]]
 name = "onnxruntime"
 version = "1.22.0"
@@ -3515,14 +3525,14 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.81.0"
+version = "1.93.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "vllm"]
 files = [
-    {file = "openai-1.81.0-py3-none-any.whl", hash = "sha256:1c71572e22b43876c5d7d65ade0b7b516bb527c3d44ae94111267a09125f7bae"},
-    {file = "openai-1.81.0.tar.gz", hash = "sha256:349567a8607e0bcffd28e02f96b5c2397d0d25d06732d90ab3ecbf97abf030f9"},
+    {file = "openai-1.93.0-py3-none-any.whl", hash = "sha256:3d746fe5498f0dd72e0d9ab706f26c91c0f646bf7459e5629af8ba7c9dbdf090"},
+    {file = "openai-1.93.0.tar.gz", hash = "sha256:988f31ade95e1ff0585af11cc5a64510225e4f5cd392698c675d0a9265b8e337"},
 ]
 
 [package.dependencies]
@@ -3536,6 +3546,7 @@ tqdm = ">4"
 typing-extensions = ">=4.11,<5"
 
 [package.extras]
+aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.6)"]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 realtime = ["websockets (>=13,<16)"]
 voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
@@ -4014,14 +4025,14 @@ toml = ">=0.10.2,<0.11.0"
 
 [[package]]
 name = "prometheus-client"
-version = "0.21.1"
+version = "0.22.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "vllm"]
 files = [
-    {file = "prometheus_client-0.21.1-py3-none-any.whl", hash = "sha256:594b45c410d6f4f8888940fe80b5cc2521b305a1fafe1c58609ef715a001f301"},
-    {file = "prometheus_client-0.21.1.tar.gz", hash = "sha256:252505a722ac04b0456be05c05f75f45d760c2911ffc45f2a06bcaed9f3ae3fb"},
+    {file = "prometheus_client-0.22.1-py3-none-any.whl", hash = "sha256:cca895342e308174341b2cbf99a56bef291fbc0ef7b9e5412a0f26d653ba7094"},
+    {file = "prometheus_client-0.22.1.tar.gz", hash = "sha256:190f1331e783cf21eb60bca559354e0a4d4378facecf78f5428c39b675d20d28"},
 ]
 
 [package.extras]
@@ -4470,14 +4481,14 @@ markers = {vllm = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "pydantic"
-version = "2.11.4"
+version = "2.11.7"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev", "vllm"]
 files = [
-    {file = "pydantic-2.11.4-py3-none-any.whl", hash = "sha256:d9615eaa9ac5a063471da949c8fc16376a84afb5024688b3ff885693506764eb"},
-    {file = "pydantic-2.11.4.tar.gz", hash = "sha256:32738d19d63a226a52eed76645a98ee07c1f410ee41d93b4afbfa85ed8111c2d"},
+    {file = "pydantic-2.11.7-py3-none-any.whl", hash = "sha256:dde5df002701f6de26248661f6835bbe296a47bf73990135c7d07ce741b9623b"},
+    {file = "pydantic-2.11.7.tar.gz", hash = "sha256:d989c3c6cb79469287b1569f7447a17848c998458d49ebe294e975b9baf0f0db"},
 ]
 
 [package.dependencies]
@@ -4707,20 +4718,20 @@ test = ["pretend", "pytest (>=3.0.1)", "pytest-rerunfailures"]
 
 [[package]]
 name = "pypdf"
-version = "5.4.0"
+version = "5.7.0"
 description = "A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "pypdf-5.4.0-py3-none-any.whl", hash = "sha256:db994ab47cadc81057ea1591b90e5b543e2b7ef2d0e31ef41a9bfe763c119dab"},
-    {file = "pypdf-5.4.0.tar.gz", hash = "sha256:9af476a9dc30fcb137659b0dec747ea94aa954933c52cf02ee33e39a16fe9175"},
+    {file = "pypdf-5.7.0-py3-none-any.whl", hash = "sha256:203379453439f5b68b7a1cd43cdf4c5f7a02b84810cefa7f93a47b350aaaba48"},
+    {file = "pypdf-5.7.0.tar.gz", hash = "sha256:68c92f2e1aae878bab1150e74447f31ab3848b1c0a6f8becae9f0b1904460b6f"},
 ]
 
 [package.extras]
 crypto = ["cryptography"]
 cryptodome = ["PyCryptodome"]
-dev = ["black", "flit", "pip-tools", "pre-commit (<2.18.0)", "pytest-cov", "pytest-socket", "pytest-timeout", "pytest-xdist", "wheel"]
+dev = ["black", "flit", "pip-tools", "pre-commit", "pytest-cov", "pytest-socket", "pytest-timeout", "pytest-xdist", "wheel"]
 docs = ["myst_parser", "sphinx", "sphinx_rtd_theme"]
 full = ["Pillow (>=8.0.0)", "cryptography"]
 image = ["Pillow (>=8.0.0)"]
@@ -5232,21 +5243,21 @@ tune = ["fsspec", "pandas", "pyarrow (<18) ; sys_platform == \"darwin\" and plat
 
 [[package]]
 name = "redis"
-version = "6.1.0"
+version = "6.2.0"
 description = "Python client for Redis database and key-value store"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "redis-6.1.0-py3-none-any.whl", hash = "sha256:3b72622f3d3a89df2a6041e82acd896b0e67d9f54e9bcd906d091d23ba5219f6"},
-    {file = "redis-6.1.0.tar.gz", hash = "sha256:c928e267ad69d3069af28a9823a07726edf72c7e37764f43dc0123f37928c075"},
+    {file = "redis-6.2.0-py3-none-any.whl", hash = "sha256:c8ddf316ee0aab65f04a11229e94a64b2618451dab7a67cb2f77eb799d872d5e"},
+    {file = "redis-6.2.0.tar.gz", hash = "sha256:e821f129b75dde6cb99dd35e5c76e8c49512a5a0d8dfdc560b2fbd44b85ca977"},
 ]
 
 [package.dependencies]
 async-timeout = {version = ">=4.0.3", markers = "python_full_version < \"3.11.3\""}
 
 [package.extras]
-hiredis = ["hiredis (>=3.0.0)"]
+hiredis = ["hiredis (>=3.2.0)"]
 jwt = ["pyjwt (>=2.9.0)"]
 ocsp = ["cryptography (>=36.0.1)", "pyopenssl (>=20.0.1)", "requests (>=2.31.0)"]
 
@@ -5573,21 +5584,21 @@ files = [
 
 [[package]]
 name = "s3transfer"
-version = "0.11.3"
+version = "0.13.0"
 description = "An Amazon S3 Transfer Manager"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "s3transfer-0.11.3-py3-none-any.whl", hash = "sha256:ca855bdeb885174b5ffa95b9913622459d4ad8e331fc98eb01e6d5eb6a30655d"},
-    {file = "s3transfer-0.11.3.tar.gz", hash = "sha256:edae4977e3a122445660c7c114bba949f9d191bae3b34a096f18a1c8c354527a"},
+    {file = "s3transfer-0.13.0-py3-none-any.whl", hash = "sha256:0148ef34d6dd964d0d8cf4311b2b21c474693e57c2e069ec708ce043d2b527be"},
+    {file = "s3transfer-0.13.0.tar.gz", hash = "sha256:f5e6db74eb7776a37208001113ea7aa97695368242b364d73e91c981ac522177"},
 ]
 
 [package.dependencies]
-botocore = ">=1.36.0,<2.0a.0"
+botocore = ">=1.37.4,<2.0a.0"
 
 [package.extras]
-crt = ["botocore[crt] (>=1.36.0,<2.0a.0)"]
+crt = ["botocore[crt] (>=1.37.4,<2.0a.0)"]
 
 [[package]]
 name = "safetensors"
@@ -7430,4 +7441,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "~3.11"
-content-hash = "f1a6a880e39f7d5e93fc2cd2290223e568b499edf2d4e08ec8c459c7c6bd5644"
+content-hash = "f92f2c53a45ee9ebd41fcb80242df049d431305ef65a4cf3a3c59ee119a31930"
diff --git a/pyproject.toml b/pyproject.toml
index 981248f..65374b8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -26,9 +26,9 @@ optional = true
 vllm = "0.7.3"
 
 [tool.poetry.dependencies]
-aioboto3 = "14.3.0"
+aioboto3 = "15.0.0"
 aiofiles = "24.1.0"
-aiohttp = "3.11.18"
+aiohttp = "3.12.13"
 async-lru = "2.0.5"
 av = "^12.3.0"
 beautifulsoup4 = "4.13.4"
@@ -42,19 +42,19 @@ faster-whisper = "1.1.1"
 flashrank = "^0.2.10"
 kreuzberg = "3.1.4"
 langchain = "0.3.25"
-langchain-community = "0.3.22"
-langchain-huggingface = "0.2.0"
-langchain-openai = "0.3.16"
-oci = "2.151.0"
-prometheus-client = "0.21.1"
+langchain-community = "0.3.25"
+langchain-huggingface = "0.3.0"
+langchain-openai = "0.3.27"
+oci = "2.154.3"
+prometheus-client = "0.22.1"
 prometheus-fastapi-instrumentator = "7.1.0"
 pybase64 = "1.4.1"
-pydantic = "2.11.4"
+pydantic = "2.11.7"
 pyjwt = {version = "2.10.1", extras = ["crypto"]}
-pypdf = "5.4.0"
+pypdf = "5.7.0"
 python = "~3.11"
 python-multipart = "0.0.20"
-redis = "6.1.0"
+redis = "6.2.0"
 sentence-transformers = "^3.4.1"
 silero-vad = "^5.1.2"
 torch = "2.5.1"
diff --git a/requirements-vllm.txt b/requirements-vllm.txt
index 81c1b4d..b2bdc7d 100644
--- a/requirements-vllm.txt
+++ b/requirements-vllm.txt
@@ -1,8 +1,8 @@
-aioboto3==14.3.0 ; python_version == "3.11"
-aiobotocore==2.22.0 ; python_version == "3.11"
+aioboto3==15.0.0 ; python_version == "3.11"
+aiobotocore==2.23.0 ; python_version == "3.11"
 aiofiles==24.1.0 ; python_version == "3.11"
 aiohappyeyeballs==2.6.1 ; python_version == "3.11"
-aiohttp==3.11.18 ; python_version == "3.11"
+aiohttp==3.12.13 ; python_version == "3.11"
 aioitertools==0.12.0 ; python_version == "3.11"
 aiosignal==1.3.2 ; python_version == "3.11"
 airportsdata==20250224 ; python_version == "3.11"
@@ -15,8 +15,8 @@ attrs==25.3.0 ; python_version == "3.11"
 av==12.3.0 ; python_version == "3.11"
 beautifulsoup4==4.13.4 ; python_version == "3.11"
 blake3==1.0.5 ; python_version == "3.11"
-boto3==1.37.3 ; python_version == "3.11"
-botocore==1.37.3 ; python_version == "3.11"
+boto3==1.38.27 ; python_version == "3.11"
+botocore==1.38.27 ; python_version == "3.11"
 certifi==2025.4.26 ; python_version == "3.11"
 cffi==1.17.1 ; python_version == "3.11"
 charset-normalizer==3.4.2 ; python_version == "3.11"
@@ -72,13 +72,13 @@ jsonpointer==3.0.0 ; python_version == "3.11"
 jsonschema-specifications==2025.4.1 ; python_version == "3.11"
 jsonschema==4.23.0 ; python_version == "3.11"
 kreuzberg==3.1.4 ; python_version == "3.11"
-langchain-community==0.3.22 ; python_version == "3.11"
-langchain-core==0.3.60 ; python_version == "3.11"
-langchain-huggingface==0.2.0 ; python_version == "3.11"
-langchain-openai==0.3.16 ; python_version == "3.11"
+langchain-community==0.3.25 ; python_version == "3.11"
+langchain-core==0.3.66 ; python_version == "3.11"
+langchain-huggingface==0.3.0 ; python_version == "3.11"
+langchain-openai==0.3.27 ; python_version == "3.11"
 langchain-text-splitters==0.3.8 ; python_version == "3.11"
 langchain==0.3.25 ; python_version == "3.11"
-langsmith==0.3.42 ; python_version == "3.11"
+langsmith==0.3.45 ; python_version == "3.11"
 lark==1.2.2 ; python_version == "3.11"
 llvmlite==0.43.0 ; python_version == "3.11"
 lm-format-enforcer==0.10.11 ; python_version == "3.11"
@@ -110,9 +110,9 @@ nvidia-cusparse-cu12==12.3.1.170 ; platform_system == "Linux" and platform_machi
 nvidia-nccl-cu12==2.21.5 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version == "3.11"
 nvidia-nvjitlink-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version == "3.11"
 nvidia-nvtx-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version == "3.11"
-oci==2.151.0 ; python_version == "3.11"
+oci==2.154.3 ; python_version == "3.11"
 onnxruntime==1.22.0 ; python_version == "3.11"
-openai==1.81.0 ; python_version == "3.11"
+openai==1.93.0 ; python_version == "3.11"
 opencv-python-headless==4.11.0.86 ; python_version == "3.11"
 orjson==3.10.18 ; python_version == "3.11" and platform_python_implementation != "PyPy"
 outlines-core==0.1.26 ; python_version == "3.11"
@@ -122,7 +122,7 @@ partial-json-parser==0.2.1.1.post5 ; python_version == "3.11"
 pillow==11.2.1 ; python_version == "3.11"
 playa-pdf==0.5.0 ; python_version == "3.11"
 pluggy==1.6.0 ; python_version == "3.11"
-prometheus-client==0.21.1 ; python_version == "3.11"
+prometheus-client==0.22.1 ; python_version == "3.11"
 prometheus-fastapi-instrumentator==7.1.0 ; python_version == "3.11"
 propcache==0.3.1 ; python_version == "3.11"
 protobuf==6.31.0 ; python_version == "3.11"
@@ -134,11 +134,11 @@ pycountry==24.6.1 ; python_version == "3.11"
 pycparser==2.22 ; python_version == "3.11"
 pydantic-core==2.33.2 ; python_version == "3.11"
 pydantic-settings==2.9.1 ; python_version == "3.11"
-pydantic==2.11.4 ; python_version == "3.11"
+pydantic==2.11.7 ; python_version == "3.11"
 pygments==2.19.1 ; python_version == "3.11"
 pyjwt==2.10.1 ; python_version == "3.11"
 pyopenssl==24.3.0 ; python_version == "3.11"
-pypdf==5.4.0 ; python_version == "3.11"
+pypdf==5.7.0 ; python_version == "3.11"
 pypdfium2==4.30.0 ; python_version == "3.11"
 pyreadline3==3.5.4 ; python_version == "3.11" and sys_platform == "win32"
 pytest==7.4.4 ; python_version == "3.11"
@@ -151,7 +151,7 @@ pytz==2025.2 ; python_version == "3.11"
 pyyaml==6.0.2 ; python_version == "3.11"
 pyzmq==26.4.0 ; python_version == "3.11"
 ray==2.40.0 ; python_version == "3.11"
-redis==6.1.0 ; python_version == "3.11"
+redis==6.2.0 ; python_version == "3.11"
 referencing==0.36.2 ; python_version == "3.11"
 regex==2024.11.6 ; python_version == "3.11"
 requests-toolbelt==1.0.0 ; python_version == "3.11"
@@ -159,7 +159,7 @@ requests==2.32.3 ; python_version == "3.11"
 rich-toolkit==0.14.6 ; python_version == "3.11"
 rich==14.0.0 ; python_version == "3.11"
 rpds-py==0.25.1 ; python_version == "3.11"
-s3transfer==0.11.3 ; python_version == "3.11"
+s3transfer==0.13.0 ; python_version == "3.11"
 safetensors==0.5.3 ; python_version == "3.11"
 scikit-learn==1.6.1 ; python_version == "3.11"
 scipy==1.15.3 ; python_version == "3.11"
diff --git a/requirements.txt b/requirements.txt
index 3206279..0c3c2bb 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,8 +1,8 @@
-aioboto3==14.3.0 ; python_version == "3.11"
-aiobotocore==2.22.0 ; python_version == "3.11"
+aioboto3==15.0.0 ; python_version == "3.11"
+aiobotocore==2.23.0 ; python_version == "3.11"
 aiofiles==24.1.0 ; python_version == "3.11"
 aiohappyeyeballs==2.6.1 ; python_version == "3.11"
-aiohttp==3.11.18 ; python_version == "3.11"
+aiohttp==3.12.13 ; python_version == "3.11"
 aioitertools==0.12.0 ; python_version == "3.11"
 aiosignal==1.3.2 ; python_version == "3.11"
 annotated-types==0.7.0 ; python_version == "3.11"
@@ -12,8 +12,8 @@ async-timeout==5.0.1 ; python_version == "3.11" and python_full_version < "3.11.
 attrs==25.3.0 ; python_version == "3.11"
 av==12.3.0 ; python_version == "3.11"
 beautifulsoup4==4.13.4 ; python_version == "3.11"
-boto3==1.37.3 ; python_version == "3.11"
-botocore==1.37.3 ; python_version == "3.11"
+boto3==1.38.27 ; python_version == "3.11"
+botocore==1.38.27 ; python_version == "3.11"
 certifi==2025.4.26 ; python_version == "3.11"
 cffi==1.17.1 ; python_version == "3.11"
 charset-normalizer==3.4.2 ; python_version == "3.11"
@@ -52,13 +52,13 @@ joblib==1.5.0 ; python_version == "3.11"
 jsonpatch==1.33 ; python_version == "3.11"
 jsonpointer==3.0.0 ; python_version == "3.11"
 kreuzberg==3.1.4 ; python_version == "3.11"
-langchain-community==0.3.22 ; python_version == "3.11"
-langchain-core==0.3.60 ; python_version == "3.11"
-langchain-huggingface==0.2.0 ; python_version == "3.11"
-langchain-openai==0.3.16 ; python_version == "3.11"
+langchain-community==0.3.25 ; python_version == "3.11"
+langchain-core==0.3.66 ; python_version == "3.11"
+langchain-huggingface==0.3.0 ; python_version == "3.11"
+langchain-openai==0.3.27 ; python_version == "3.11"
 langchain-text-splitters==0.3.8 ; python_version == "3.11"
 langchain==0.3.25 ; python_version == "3.11"
-langsmith==0.3.42 ; python_version == "3.11"
+langsmith==0.3.45 ; python_version == "3.11"
 lxml==5.4.0 ; python_version == "3.11"
 markupsafe==3.0.2 ; python_version == "3.11"
 marshmallow==3.26.1 ; python_version == "3.11"
@@ -80,14 +80,14 @@ nvidia-cusparse-cu12==12.3.1.170 ; platform_system == "Linux" and platform_machi
 nvidia-nccl-cu12==2.21.5 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version == "3.11"
 nvidia-nvjitlink-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version == "3.11"
 nvidia-nvtx-cu12==12.4.127 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version == "3.11"
-oci==2.151.0 ; python_version == "3.11"
+oci==2.154.3 ; python_version == "3.11"
 onnxruntime==1.22.0 ; python_version == "3.11"
-openai==1.81.0 ; python_version == "3.11"
+openai==1.93.0 ; python_version == "3.11"
 orjson==3.10.18 ; python_version == "3.11" and platform_python_implementation != "PyPy"
 packaging==24.2 ; python_version == "3.11"
 pillow==11.2.1 ; python_version == "3.11"
 playa-pdf==0.5.0 ; python_version == "3.11"
-prometheus-client==0.21.1 ; python_version == "3.11"
+prometheus-client==0.22.1 ; python_version == "3.11"
 prometheus-fastapi-instrumentator==7.1.0 ; python_version == "3.11"
 propcache==0.3.1 ; python_version == "3.11"
 protobuf==6.31.0 ; python_version == "3.11"
@@ -95,10 +95,10 @@ pybase64==1.4.1 ; python_version == "3.11"
 pycparser==2.22 ; python_version == "3.11"
 pydantic-core==2.33.2 ; python_version == "3.11"
 pydantic-settings==2.9.1 ; python_version == "3.11"
-pydantic==2.11.4 ; python_version == "3.11"
+pydantic==2.11.7 ; python_version == "3.11"
 pyjwt==2.10.1 ; python_version == "3.11"
 pyopenssl==24.3.0 ; python_version == "3.11"
-pypdf==5.4.0 ; python_version == "3.11"
+pypdf==5.7.0 ; python_version == "3.11"
 pypdfium2==4.30.0 ; python_version == "3.11"
 pyreadline3==3.5.4 ; python_version == "3.11" and sys_platform == "win32"
 python-calamine==0.3.2 ; python_version == "3.11"
@@ -108,11 +108,11 @@ python-multipart==0.0.20 ; python_version == "3.11"
 python-pptx==1.0.2 ; python_version == "3.11"
 pytz==2025.2 ; python_version == "3.11"
 pyyaml==6.0.2 ; python_version == "3.11"
-redis==6.1.0 ; python_version == "3.11"
+redis==6.2.0 ; python_version == "3.11"
 regex==2024.11.6 ; python_version == "3.11"
 requests-toolbelt==1.0.0 ; python_version == "3.11"
 requests==2.32.3 ; python_version == "3.11"
-s3transfer==0.11.3 ; python_version == "3.11"
+s3transfer==0.13.0 ; python_version == "3.11"
 safetensors==0.5.3 ; python_version == "3.11"
 scikit-learn==1.6.1 ; python_version == "3.11"
 scipy==1.15.3 ; python_version == "3.11"
diff --git a/skynet/modules/ttt/s3.py b/skynet/modules/ttt/s3.py
index 47bd26b..6383acf 100644
--- a/skynet/modules/ttt/s3.py
+++ b/skynet/modules/ttt/s3.py
@@ -1,3 +1,4 @@
+import aiofiles.os
 from botocore.config import Config
 
 from skynet.env import (
@@ -32,6 +33,7 @@ async def download_file(self, filename):
                     log.info(f'Downloaded file from S3: {filename}')
         except Exception as e:
             log.error(f'Failed to download file {filename} from S3: {e}')
+            await aiofiles.os.remove(filename)
 
     async def upload_file(self, filename):
         try: