diff --git a/src/art/client.py b/src/art/client.py
index fe7dbdde..1eded4e5 100644
--- a/src/art/client.py
+++ b/src/art/client.py
@@ -1,7 +1,21 @@
+import inspect
 import os
-from typing import Any, Iterable, Literal, TypedDict, cast
+from typing import (
+    Any,
+    AsyncIterable,
+    Awaitable,
+    Callable,
+    Iterable,
+    Literal,
+    ParamSpec,
+    TypedDict,
+    TypeVar,
+    cast,
+    overload,
+)
 
 import httpx
+import tenacity
 from openai import AsyncOpenAI, BaseModel, _exceptions
 from openai._base_client import AsyncAPIClient, AsyncPaginator, make_request_options
 from openai._compat import cached_property
@@ -11,12 +25,103 @@
 from openai._utils import is_mapping, maybe_transform
 from openai._version import __version__
 from openai.pagination import AsyncCursorPage
-from openai.resources.files import AsyncFiles  # noqa: F401
-from openai.resources.models import AsyncModels  # noqa: F401
 from typing_extensions import override
 
 from .trajectories import TrajectoryGroup
 
+P = ParamSpec("P")
+R = TypeVar("R")
+T = TypeVar("T")
+
+
+@overload
+def retry_status_codes(
+    fn: Callable[P, AsyncPaginator[R, AsyncCursorPage[R]]],
+) -> Callable[P, AsyncIterable[R]]: ...
+
+
+@overload
+def retry_status_codes(fn: Callable[P, Awaitable[R]]) -> Callable[P, Awaitable[R]]: ...
+
+
+@overload
+def retry_status_codes(fn: Callable[P, R]) -> Callable[P, R]: ...
+
+
+def retry_status_codes(
+    fn: (
+        Callable[P, R]
+        | Callable[P, Awaitable[R]]
+        | Callable[P, AsyncPaginator[R, AsyncCursorPage[R]]]
+    ),
+) -> Callable[P, R | AsyncIterable[R]] | Callable[P, Awaitable[R]]:
+    def is_retryable_status(exc: BaseException) -> bool:
+        if isinstance(exc, _exceptions.APIStatusError):
+            response = exc.response
+            if response is not None:
+                status = response.status_code
+                return status in {429, *range(500, 600)}
+        return False
+
+    stop = tenacity.stop_after_attempt(3)
+    wait = tenacity.wait_random_exponential(multiplier=0.5, max=2.0)
+    retry = tenacity.retry_if_exception(is_retryable_status)
+    reraise = True
+
+    async def retrying_awaitable(awaitable_fn: Callable[[], Awaitable[T]]) -> T:
+        async for attempt in tenacity.AsyncRetrying(
+            stop=stop,
+            wait=wait,
+            retry=retry,
+            reraise=reraise,
+        ):
+            with attempt:
+                return await awaitable_fn()
+
+        # Unreachable if tenacity produces at least one attempt
+        raise RuntimeError("retry attempt sequence unexpectedly exhausted")
+
+    if inspect.iscoroutinefunction(fn):
+        async_fn = cast(Callable[P, Awaitable[R]], fn)
+
+        async def async_wrapper(*args: P.args, **kwargs: P.kwargs) -> R:
+            return await retrying_awaitable(lambda: async_fn(*args, **kwargs))
+
+        return async_wrapper
+
+    async def retrying_async_iterable(
+        async_paginator: AsyncPaginator[R, AsyncCursorPage[R]],
+    ) -> AsyncIterable[R]:
+        page = await retrying_awaitable(lambda: async_paginator)
+        for item in page._get_page_items():
+            yield item
+        while page.has_next_page():
+            page = await retrying_awaitable(lambda: page.get_next_page())
+            for item in page._get_page_items():
+                yield item
+
+    sync_fn = cast(Callable[P, R], fn)
+
+    def sync_or_async_paginator_wrapper(
+        *args: P.args, **kwargs: P.kwargs
+    ) -> R | AsyncIterable[R]:
+        for attempt in tenacity.Retrying(
+            stop=stop,
+            wait=wait,
+            retry=retry,
+            reraise=reraise,
+        ):
+            with attempt:
+                result = sync_fn(*args, **kwargs)
+                if isinstance(result, AsyncPaginator):
+                    return retrying_async_iterable(result)
+                return result
+
+        # Unreachable if tenacity produces at least one attempt
+        raise RuntimeError("retry attempt sequence unexpectedly exhausted")
+
+    return sync_or_async_paginator_wrapper
+
 
 class Model(BaseModel):
     id: str
@@ -113,6 +218,7 @@ def checkpoints(self) -> "Checkpoints":
 
 
 class Checkpoints(AsyncAPIResource):
+    @retry_status_codes
     def list(
         self,
         *,
@@ -137,6 +243,7 @@ def list(
             model=Checkpoint,
         )
 
+    @retry_status_codes
     async def delete(
         self, *, model_id: str, steps: Iterable[int]
     ) -> DeleteCheckpointsResponse:
@@ -174,6 +281,7 @@ def events(self) -> "TrainingJobEvents":
 
 
 class TrainingJobEvents(AsyncAPIResource):
+    @retry_status_codes
     def list(
         self,
         *,