diff --git a/mixtape/core/tasks/inference_tasks.py b/mixtape/core/tasks/inference_tasks.py
index a069339..ef178a8 100644
--- a/mixtape/core/tasks/inference_tasks.py
+++ b/mixtape/core/tasks/inference_tasks.py
@@ -15,8 +15,7 @@
 from pettingzoo.utils import ParallelEnv
 from ray.rllib.algorithms.algorithm import Algorithm
 
-from mixtape.core.models import AgentStep, Episode, Inference
-from mixtape.core.models.step import Step
+from mixtape.core.models import AgentStep, Episode, Inference, Step
 from mixtape.core.ray_utils.environments import register_environment
 
 if TYPE_CHECKING:
diff --git a/mixtape/core/tests/conftest.py b/mixtape/core/tests/conftest.py
index 0ed32f4..8b6ca8a 100644
--- a/mixtape/core/tests/conftest.py
+++ b/mixtape/core/tests/conftest.py
@@ -1,3 +1,4 @@
+from click.testing import CliRunner
 from playwright.sync_api import BrowserContext
 import pytest
 from pytest_django.live_server_helper import LiveServer
@@ -10,6 +11,12 @@ def api_client() -> APIClient:
     return APIClient()
 
 
+@pytest.fixture
+def cli_runner() -> CliRunner:
+    # Don't catch exceptions, so they'll be raised in the test case
+    return CliRunner(catch_exceptions=False)
+
+
 # This intentionally overrides the built-in fixture from pytest_playwright.
 # This will also cause other built-in fixtures like "page" to have a base URL set.
 @pytest.fixture
diff --git a/mixtape/core/tests/data/checkpoint_archive.tar.bz2 b/mixtape/core/tests/data/checkpoint_archive.tar.bz2
new file mode 100644
index 0000000..b75d691
Binary files /dev/null and b/mixtape/core/tests/data/checkpoint_archive.tar.bz2 differ
diff --git a/mixtape/core/tests/factories.py b/mixtape/core/tests/factories.py
index b87ffc7..d6ca73d 100644
--- a/mixtape/core/tests/factories.py
+++ b/mixtape/core/tests/factories.py
@@ -1,5 +1,6 @@
 from collections import OrderedDict
 from io import BytesIO
+from pathlib import Path
 
 import PIL.Image
 import PIL.ImageDraw
@@ -37,6 +38,11 @@ class Meta:
 
     training = factory.SubFactory(TrainingFactory)
     last = True
+    archive = factory.django.FileField(
+        from_path=Path(__file__).parent / 'data' / 'checkpoint_archive.tar.bz2',
+        # TODO: Change to f'checkpoint/{uuid4()}.tar.bz2'
+        filename=f'checkpoint/archive.tar.bz2'
+    )
 
 
 class InferenceFactory(factory.django.DjangoModelFactory[Inference]):
diff --git a/mixtape/core/tests/test_cli.py b/mixtape/core/tests/test_cli.py
new file mode 100644
index 0000000..4da77ad
--- /dev/null
+++ b/mixtape/core/tests/test_cli.py
@@ -0,0 +1,59 @@
+from click.testing import CliRunner
+import pytest
+
+from mixtape.core.management.commands.inference import inference as inference_command
+from mixtape.core.management.commands.training import training as training_command
+from mixtape.core.models import Checkpoint, Episode, Training
+
+from .factories import CheckpointFactory
+
+
+@pytest.mark.parametrize(
+    ('env_name', 'parallel'),
+    [
+        ('knights_archers_zombies_v10', True),
+        # ('knights_archers_zombies_v10', False),
+        # ('BattleZone-v5', False),
+    ],
+    ids=[
+        'pettingzoo_parallel',
+        # 'pettingzoo_aec',
+        # 'gymnasium',
+    ],
+)
+@pytest.mark.django_db
+def test_cli_training(cli_runner: CliRunner, env_name: str, parallel: bool):
+    training_result = cli_runner.invoke(
+        training_command,
+        [
+            '--env_name',
+            env_name,
+            '--algorithm',
+            'PPO',
+            *(['--parallel'] if parallel else []),
+            '--training_iteration',
+            '2',
+            '--immediate',
+        ],
+    )
+    assert training_result.exit_code == 0
+    training = Training.objects.get()
+    assert training.environment == env_name
+    assert training.algorithm == 'PPO'
+    assert training.parallel is parallel
+    assert training.iterations == 2
+
+
+@pytest.mark.django_db
+def test_cli_inference(cli_runner: CliRunner):
+    checkpoint = CheckpointFactory.create()
+
+    inference_result = cli_runner.invoke(
+        inference_command,
+        [
+            str(checkpoint.id),
+            '--immediate',
+        ],
+    )
+    assert inference_result.exit_code == 0
+    assert Episode.objects.filter(inference__checkpoint=checkpoint).exists()
diff --git a/mixtape/settings/testing.py b/mixtape/settings/testing.py
index e7337d3..12ee44d 100644
--- a/mixtape/settings/testing.py
+++ b/mixtape/settings/testing.py
@@ -16,3 +16,5 @@
 MINIO_STORAGE_MEDIA_BUCKET_NAME = f'test-django-storage-{randbelow(1_000_000):06d}'
 
 # Testing will set EMAIL_BACKEND to use the memory backend
+
+CELERY_TASK_EAGER_PROPAGATES = True
diff --git a/pyproject.toml b/pyproject.toml
index fdd846c..0010e52 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -168,4 +168,12 @@ filterwarnings = [
   "ignore:Tensorflow not installed; ParametricUMAP will be unavailable:ImportWarning:umap",
   # Fixed by https://github.com/ray-project/ray/pull/49004 in Ray 2.43
   "ignore:invalid escape sequence:DeprecationWarning",
+  "ignore:pkg_resources is deprecated:UserWarning:pygame.pkgdata",
+  "ignore:Deprecated call to `pkg_resources.declare_namespace:DeprecationWarning:pkg_resources",
+  "ignore:checkpoint_freq is deprecated:DeprecationWarning:ray.tune.tune",
+  "ignore:checkpoint_at_end is deprecated:DeprecationWarning:ray.tune.tune",
+  "ignore:.*Box bound precision lowered by casting:UserWarning:gymnasium.spaces.box",
+  "ignore:.*The obs returned by the `reset:UserWarning:gymnasium.utils.passive_env_checker",
+  "ignore:unclosed file:ResourceWarning:ray._private.node",
+  "ignore::ray.util.annotations.RayDeprecationWarning",
 ]