diff --git a/poetry.lock b/poetry.lock
index 752a46f5d..073f7e9f9 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
@@ -11,6 +11,143 @@ files = [
     {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"},
 ]
 
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.4.3"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.10.10"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.8"
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+frozenlist = ">=1.1.1"
+multidict = ">=4.5,<7.0"
+yarl = ">=1.12.0,<2.0"
+
+[package.extras]
+speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
+
+[[package]]
+name = "aiosignal"
+version = "1.3.1"
+description = "aiosignal: a list of registered asynchronous callbacks"
+optional = false
+python-versions = ">=3.7"
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+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -58,6 +195,17 @@ files = [
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 ]
 
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+version = "4.0.3"
+description = "Timeout context manager for asyncio programs"
+optional = false
+python-versions = ">=3.7"
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 version = "24.2.0"
@@ -737,6 +885,107 @@ Werkzeug = ">=2.3.7"
 async = ["asgiref (>=3.2)"]
 dotenv = ["python-dotenv"]
 
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+    {file = "yarl-1.15.2-cp39-cp39-win_amd64.whl", hash = "sha256:81dadafb3aa124f86dc267a2168f71bbd2bfb163663661ab0038f6e4b8edb810"},
+    {file = "yarl-1.15.2-py3-none-any.whl", hash = "sha256:0d3105efab7c5c091609abacad33afff33bdff0035bece164c98bcf5a85ef90a"},
+    {file = "yarl-1.15.2.tar.gz", hash = "sha256:a39c36f4218a5bb668b4f06874d676d35a035ee668e6e7e3538835c703634b84"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+propcache = ">=0.2.0"
+
 [[package]]
 name = "zipp"
 version = "3.20.2"
@@ -3691,4 +4249,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8,<3.13"
-content-hash = "5fce459cdf66cb0ffea1c4076cf745398f007ba4c21db78835d2afc1823cde78"
+content-hash = "65169e4cb14ce8ff94469b8dde2312d4d739b0ee5e54760acbdaca8a8838acfb"
diff --git a/pyproject.toml b/pyproject.toml
index 46144d7e3..6981778e0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -27,6 +27,7 @@ packages = [
 "Baseten" = "https://baseten.co"
 
 [tool.poetry.dependencies]
+aiohttp = "^3.10.10"
 aiofiles = "^24.1.0"
 blake3 = "^0.3.3"
 boto3 = "^1.34.85"
@@ -108,7 +109,7 @@ httpx = { extras = ["cli"], version = "*" }
 mypy = "^1.0.0"
 pytest-split = "^0.8.1"
 requests-mock = ">=1.11.0"
-types-requests = ">=2.31.0.2"
+types-requests = "==2.31.0.2"
 uvicorn = ">=0.24.0"
 uvloop = ">=0.17.0"
 
diff --git a/truss-chains/truss_chains/stub.py b/truss-chains/truss_chains/stub.py
index 734cc62b8..82f50c3cd 100644
--- a/truss-chains/truss_chains/stub.py
+++ b/truss-chains/truss_chains/stub.py
@@ -6,23 +6,28 @@
 import time
 from typing import Any, ClassVar, Mapping, Optional, Type, TypeVar, final
 
+import aiohttp
 import httpx
 import tenacity
 
 from truss_chains import definitions, utils
 
+DEFAULT_MAX_CONNECTIONS = 1000
+DEFAULT_MAX_KEEPALIVE_CONNECTIONS = 400
+
 
 class BasetenSession:
     """Helper to invoke predict method on Baseten deployments."""
 
     _client_cycle_time_sec: ClassVar[int] = 3600 * 1  # 1 hour.
     _client_limits: ClassVar[httpx.Limits] = httpx.Limits(
-        max_connections=1000, max_keepalive_connections=400
+        max_connections=DEFAULT_MAX_CONNECTIONS,
+        max_keepalive_connections=DEFAULT_MAX_KEEPALIVE_CONNECTIONS,
     )
     _auth_header: Mapping[str, str]
     _service_descriptor: definitions.ServiceDescriptor
     _cached_sync_client: Optional[tuple[httpx.Client, int]]
-    _cached_async_client: Optional[tuple[httpx.AsyncClient, int]]
+    _cached_async_client: Optional[tuple[aiohttp.ClientSession, int]]
 
     def __init__(
         self,
@@ -81,17 +86,22 @@ def _client_sync(self) -> httpx.Client:
         assert self._cached_sync_client is not None
         return self._cached_sync_client[0]
 
-    async def _client_async(self) -> httpx.AsyncClient:
+    async def _client_async(self) -> aiohttp.ClientSession:
         # Check `_client_cycle_needed` before and after locking to avoid
         # needing a lock each time the client is accessed.
         if self._client_cycle_needed(self._cached_async_client):
             async with self._async_lock:
                 if self._client_cycle_needed(self._cached_async_client):
+                    connector = aiohttp.TCPConnector(
+                        limit=DEFAULT_MAX_CONNECTIONS,
+                    )
                     self._cached_async_client = (
-                        httpx.AsyncClient(
+                        aiohttp.ClientSession(
                             headers=self._auth_header,
-                            timeout=self._service_descriptor.options.timeout_sec,
-                            limits=self._client_limits,
+                            connector=connector,
+                            timeout=aiohttp.ClientTimeout(
+                                total=self._service_descriptor.options.timeout_sec
+                            ),
                         ),
                         int(time.time()),
                     )
@@ -138,7 +148,7 @@ async def predict_async(self, json_payload):
                         resp = await client.post(
                             self._service_descriptor.predict_url, json=json_payload
                         )
-                    return utils.handle_response(resp, self.name)
+                    return await utils.handle_async_response(resp, self.name)
                 # As a special case we invalidate the client in case of certificate
                 # errors. This has happened in the past and is a defensive measure.
                 except ssl.SSLError:
diff --git a/truss-chains/truss_chains/utils.py b/truss-chains/truss_chains/utils.py
index 038382fbe..66a89efb2 100644
--- a/truss-chains/truss_chains/utils.py
+++ b/truss-chains/truss_chains/utils.py
@@ -14,6 +14,7 @@
 import traceback
 from typing import Any, Iterable, Iterator, Mapping, NoReturn, Type, TypeVar, Union
 
+import aiohttp
 import fastapi
 import httpx
 import pydantic
@@ -224,6 +225,34 @@ def _resolve_exception_class(
     return exception_cls
 
 
+def _handle_response_error(response_json: dict, remote_name: str):
+    try:
+        error_json = response_json["error"]
+    except KeyError as e:
+        logging.error(f"response_json: {response_json}")
+        raise ValueError(
+            "Could not get `error` field from JSON from error response"
+        ) from e
+    try:
+        error = definitions.RemoteErrorDetail.model_validate(error_json)
+    except pydantic.ValidationError as e:
+        if isinstance(error_json, str):
+            msg = f"Remote error occurred in `{remote_name}`: '{error_json}'"
+            raise definitions.GenericRemoteException(msg) from None
+        raise ValueError(
+            "Could not parse error. Error details are expected to be either a "
+            "plain string (old truss models) or a serialized "
+            f"`definitions.RemoteErrorDetail.__name__`, got:\n{repr(error_json)}"
+        ) from e
+    exception_cls = _resolve_exception_class(error)
+    msg = (
+        f"(showing remote errors, root message at the bottom)\n"
+        f"--> Preceding Remote Cause:\n"
+        f"{textwrap.indent(error.format(), '    ')}"
+    )
+    raise exception_cls(msg)
+
+
 def handle_response(response: httpx.Response, remote_name: str) -> Any:
     """For successful requests returns JSON, otherwise raises error.
 
@@ -277,36 +306,31 @@ def handle_response(response: httpx.Response, remote_name: str) -> Any:
                 "Could not get JSON from error response. Status: "
                 f"`{response.status_code}`."
             ) from e
+        _handle_response_error(response_json=response_json, remote_name=remote_name)
 
-        try:
-            error_json = response_json["error"]
-        except KeyError as e:
-            logging.error(f"response.json(): {response_json}")
-            raise ValueError(
-                "Could not get `error` field from JSON from error response"
-            ) from e
+    return response.json()
 
+
+async def handle_async_response(
+    response: aiohttp.ClientResponse, remote_name: str
+) -> Any:
+    """For successful requests returns JSON, otherwise raises error.
+
+    See `handle_response` for more details on the specifics of the error-handling
+    here.
+    """
+    if response.status >= 400:
         try:
-            error = definitions.RemoteErrorDetail.model_validate(error_json)
-        except pydantic.ValidationError as e:
-            if isinstance(error_json, str):
-                msg = f"Remote error occurred in `{remote_name}`: '{error_json}'"
-                raise definitions.GenericRemoteException(msg) from None
+            response_json = await response.json()
+        except Exception as e:
             raise ValueError(
-                "Could not parse error. Error details are expected to be either a "
-                "plain string (old truss models) or a serialized "
-                f"`definitions.RemoteErrorDetail.__name__`, got:\n{repr(error_json)}"
+                "Could not get JSON from error response. Status: "
+                f"`{response.status}`."
             ) from e
 
-        exception_cls = _resolve_exception_class(error)
-        msg = (
-            f"(showing remote errors, root message at the bottom)\n"
-            f"--> Preceding Remote Cause:\n"
-            f"{textwrap.indent(error.format(), '    ')}"
-        )
-        raise exception_cls(msg)
+        _handle_response_error(response_json=response_json, remote_name=remote_name)
 
-    return response.json()
+    return await response.json()
 
 
 class InjectedError(Exception):