diff --git a/poetry.lock b/poetry.lock
index 1acf55d6..eaa2d297 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -12,116 +12,6 @@ files = [
     {file = "aenum-3.1.15.tar.gz", hash = "sha256:8cbd76cd18c4f870ff39b24284d3ea028fbe8731a58df3aa581e434c575b9559"},
 ]
 
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-version = "3.9.5"
-description = "Async http client/server framework (asyncio)"
-optional = false
-python-versions = ">=3.8"
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-]
-
-[package.dependencies]
-aiosignal = ">=1.1.2"
-async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
-attrs = ">=17.3.0"
-frozenlist = ">=1.1.1"
-multidict = ">=4.5,<7.0"
-yarl = ">=1.0,<2.0"
-
-[package.extras]
-speedups = ["Brotli", "aiodns", "brotlicffi"]
-
-[[package]]
-name = "aiosignal"
-version = "1.3.1"
-description = "aiosignal: a list of registered asynchronous callbacks"
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
-
-[package.dependencies]
-frozenlist = ">=1.1.0"
-
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -184,17 +74,6 @@ six = ">=1.12.0"
 astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
 test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 
-[[package]]
-name = "async-timeout"
-version = "4.0.3"
-description = "Timeout context manager for asyncio programs"
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
-
 [[package]]
 name = "attrs"
 version = "23.2.0"
@@ -574,41 +453,42 @@ files = [
 
 [[package]]
 name = "e2b"
-version = "0.17.1"
+version = "0.17.2a21"
 description = "E2B SDK that give agents cloud environments"
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
 aenum = ">=3.1.11"
-aiohttp = ">=3.8.4"
-jsonrpcclient = ">=4.0.3"
+httpcore = ">=1.0.5,<2.0.0"
+httpx = ">=0.27.0,<0.28.0"
+protobuf = ">=5.26.1,<6.0.0"
 pydantic = "*"
 python-dateutil = ">=2.8.2"
-requests = ">=2.31.0"
 typing-extensions = ">=4.8.0"
 urllib3 = ">=1.25.3"
-websockets = ">=11.0.3"
 
 [[package]]
 name = "e2b-code-interpreter"
-version = "0.0.9"
+version = "0.0.11a1"
 description = "E2B Code Interpreter - Stateful code execution"
 optional = false
 python-versions = "<4.0,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
-e2b = ">=0.17.1"
-pydantic = ">1,<3"
+e2b = "0.17.2a21"
+pydantic = "*"
+requests = ">=2.32.3,<3.0.0"
 websocket-client = ">=1.7.0,<2.0.0"
+websockets = ">=12.0,<13.0"
 
 [[package]]
 name = "exceptiongroup"
@@ -668,92 +548,6 @@ mccabe = ">=0.7.0,<0.8.0"
 pycodestyle = ">=2.9.0,<2.10.0"
 pyflakes = ">=2.5.0,<2.6.0"
 
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-
 [[package]]
 name = "ghp-import"
 version = "2.1.0"
@@ -1052,19 +846,6 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
-[[package]]
-name = "jsonrpcclient"
-version = "4.0.3"
-description = "Send JSON-RPC requests"
-optional = false
-python-versions = ">=3.6"
-files = [
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-
-[package.extras]
-qa = ["pytest", "pytest-cov", "tox"]
-
 [[package]]
 name = "jsonschema"
 version = "4.22.0"
@@ -1506,105 +1287,6 @@ doc = ["Sphinx (>=1.5.2,<2.0)", "numpydoc (>=0.6.0,<1.0)", "pygame (>=1.9.3,<2.0
 optional = ["matplotlib (>=2.0.0,<3.0)", "opencv-python (>=3.0,<4.0)", "scikit-image (>=0.13.0,<1.0)", "scikit-learn", "scipy (>=0.19.0,<1.5)", "youtube_dl"]
 test = ["coverage (<5.0)", "coveralls (>=1.1,<2.0)", "pytest (>=3.0.0,<4.0)", "pytest-cov (>=2.5.1,<3.0)", "requests (>=2.8.1,<3.0)"]
 
-[[package]]
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-optional = false
-python-versions = ">=3.7"
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-    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:18580f672e44ce1238b82f7fb87d727c4a131f3a9d33a5e0e82b793362bf18b4"},
-    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:29e0f83f37610f173eb7e7b5562dd71467993495e568e708d99e9d1944f561ec"},
-    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:1f23e4fe1e8794f74b6027d7cf19dc25f8b63af1483d91d595d4a07eca1fb26c"},
-    {file = "yarl-1.9.4-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:db8e58b9d79200c76956cefd14d5c90af54416ff5353c5bfd7cbe58818e26ef0"},
-    {file = "yarl-1.9.4-cp39-cp39-win32.whl", hash = "sha256:c7224cab95645c7ab53791022ae77a4509472613e839dab722a72abe5a684575"},
-    {file = "yarl-1.9.4-cp39-cp39-win_amd64.whl", hash = "sha256:824d6c50492add5da9374875ce72db7a0733b29c2394890aef23d533106e2b15"},
-    {file = "yarl-1.9.4-py3-none-any.whl", hash = "sha256:928cecb0ef9d5a7946eb6ff58417ad2fe9375762382f1bf5c55e61645f2c43ad"},
-    {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
-]
-
-[package.dependencies]
-idna = ">=2.0"
-multidict = ">=4.0"
-
 [[package]]
 name = "zipp"
 version = "3.19.2"
@@ -3647,4 +3246,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<4.0"
-content-hash = "53a12eb4508f1ed2426ff24462819b1e4272acfef681535e25b564ccae7a99c0"
+content-hash = "a2cf4a9da640d1984bcad58336a8e395851a8fd26020fb8e794ddef9541a94e0"
diff --git a/pyproject.toml b/pyproject.toml
index 8a155d70..ed7b65e4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -35,7 +35,7 @@ rich = "^13.7.1"
 langsmith = "^0.1.58"
 ipykernel = "^6.29.4"
 e2b = "^0.17.1"
-e2b-code-interpreter = "^0.0.9"
+e2b-code-interpreter = "0.0.11a1"
 tenacity = "^8.3.0"
 pillow-heif = "^0.16.0"
 pytube = "15.0.0"
diff --git a/vision_agent/utils/execute.py b/vision_agent/utils/execute.py
index 76a487bc..46b6afd0 100644
--- a/vision_agent/utils/execute.py
+++ b/vision_agent/utils/execute.py
@@ -11,10 +11,9 @@
 import traceback
 import warnings
 from enum import Enum
-from io import IOBase
 from pathlib import Path
 from time import sleep
-from typing import IO, Any, Dict, Iterable, List, Optional, Union, cast
+from typing import Any, Dict, Iterable, List, Optional, Union
 
 import nbformat
 import tenacity
@@ -33,6 +32,7 @@
 
 load_dotenv()
 _LOGGER = logging.getLogger(__name__)
+_SESSION_TIMEOUT = 300  # 5 minutes
 
 
 class MimeType(str, Enum):
@@ -403,11 +403,8 @@ def exec_isolation(self, code: str) -> Execution:
         self.restart_kernel()
         return self.exec_cell(code)
 
-    def upload_file(self, file: Union[str, Path, IO]) -> str:
+    def upload_file(self, file: Union[str, Path]) -> str:
         # Default behavior is a no-op (for local code interpreter)
-        assert not isinstance(
-            file, IO
-        ), "Don't pass IO objects to upload_file() of local interpreter"
         return str(file)
 
     def download_file(self, file_path: str) -> Path:
@@ -416,7 +413,6 @@ def download_file(self, file_path: str) -> Path:
 
 
 class E2BCodeInterpreter(CodeInterpreter):
-    KEEP_ALIVE_SEC: int = 300
 
     def __init__(self, *args: Any, **kwargs: Any) -> None:
         super().__init__(*args, **kwargs)
@@ -437,8 +433,8 @@ def __init__(self, *args: Any, **kwargs: Any) -> None:
         _LOGGER.info(f"E2BCodeInterpreter initialized:\n{sys_versions}")
 
     def close(self, *args: Any, **kwargs: Any) -> None:
-        self.interpreter.notebook.close()
         self.interpreter.close()
+        self.interpreter.kill()
 
     def restart_kernel(self) -> None:
         self.interpreter.notebook.restart_kernel()
@@ -449,25 +445,27 @@ def restart_kernel(self) -> None:
         retry=tenacity.retry_if_exception_type(TimeoutError),
     )
     def exec_cell(self, code: str) -> Execution:
-        self.interpreter.keep_alive(E2BCodeInterpreter.KEEP_ALIVE_SEC)
+        if not self.interpreter.is_running():
+            raise ConnectionResetError(
+                "Remote sandbox is closed unexpectedly. Please retry the operation."
+            )
+        self.interpreter.set_timeout(_SESSION_TIMEOUT)  # Extend the life of the sandbox
         execution = self.interpreter.notebook.exec_cell(code, timeout=self.timeout)
         return Execution.from_e2b_execution(execution)
 
-    def upload_file(self, file: Union[str, Path, IO]) -> str:
-        try:
-            if isinstance(file, (Path, str)):
-                file = open(file, "rb")
-            return cast(str, self.interpreter.upload_file(cast(IO, file)))
-        finally:
-            assert isinstance(file, IOBase), f"Unexpected file type: {type(file)}"
-            file.close()
-            _LOGGER.info(f"File ({file}) is uploaded to: {file.name}")
+    def upload_file(self, file: Union[str, Path]) -> str:
+        file_name = Path(file).name
+        remote_path = f"/home/user/{file_name}"
+        with open(file, "rb") as f:
+            self.interpreter.files.write(path=remote_path, data=f)
+            _LOGGER.info(f"File ({file}) is uploaded to: {remote_path}")
+            return remote_path
 
     def download_file(self, file_path: str) -> Path:
-        file = tempfile.NamedTemporaryFile(mode="w+b", delete=False)
-        file.write(self.interpreter.download_file(file_path))
-        _LOGGER.info(f"File ({file_path}) is downloaded to: {file.name}")
-        return Path(file.name)
+        with tempfile.NamedTemporaryFile(mode="w+b", delete=False) as file:
+            file.write(self.interpreter.files.read(path=file_path, format="bytes"))
+            _LOGGER.info(f"File ({file_path}) is downloaded to: {file.name}")
+            return Path(file.name)
 
     @staticmethod
     @tenacity.retry(
@@ -480,7 +478,7 @@ def _new_e2b_interpreter_impl(*args, **kwargs) -> E2BCodeInterpreterImpl:  # typ
 
 
 class LocalCodeInterpreter(CodeInterpreter):
-    def __init__(self, timeout: int = 600) -> None:
+    def __init__(self, timeout: int = _SESSION_TIMEOUT) -> None:
         super().__init__(timeout=timeout)
         self.nb = nbformat.v4.new_notebook()
         self.nb_client = NotebookClient(self.nb, timeout=self.timeout)
@@ -568,9 +566,9 @@ def get_default_instance() -> CodeInterpreter:
     @staticmethod
     def new_instance() -> CodeInterpreter:
         if os.getenv("CODE_SANDBOX_RUNTIME") == "e2b":
-            instance: CodeInterpreter = E2BCodeInterpreter(timeout=600)
+            instance: CodeInterpreter = E2BCodeInterpreter(timeout=_SESSION_TIMEOUT)
         else:
-            instance = LocalCodeInterpreter(timeout=600)
+            instance = LocalCodeInterpreter(timeout=_SESSION_TIMEOUT)
         atexit.register(instance.close)
         return instance