diff --git a/isaaclab_arena/examples/multi_task_evaluate.py b/isaaclab_arena/examples/multi_task_evaluate.py
new file mode 100644
index 00000000..be7f0a13
--- /dev/null
+++ b/isaaclab_arena/examples/multi_task_evaluate.py
@@ -0,0 +1,122 @@
+# Copyright (c) 2025, The Isaac Lab Arena Project Developers (https://github.com/isaac-sim/IsaacLab-Arena/blob/main/CONTRIBUTORS.md).
+# All rights reserved.
+#
+# SPDX-License-Identifier: Apache-2.0
+
+
+import torch
+import tqdm
+
+from enum import Enum
+import pinocchio  # noqa: F401
+from isaaclab.app import AppLauncher
+
+print("Launching simulation app once in notebook")
+simulation_app = AppLauncher()
+
+
+class Status(Enum):
+    PENDING = "pending"
+    RUNNING = "running"
+    COMPLETED = "completed"
+    FAILED = "failed"
+
+# select args_cli given a state machine enum
+class JobManager:
+    def __init__(self):
+        self.jobs = [
+            {
+                "name": "gr1_open_microwave",
+                "args_cli": [
+                    "gr1_open_microwave",
+                    "--object",
+                    "cracker_box",
+                ],
+            },
+            {
+                "name": "kitchen_pick_and_place",
+                "args_cli": [
+                    "gr1_open_microwave",
+                    "--object",
+                    "sugar_box",
+                ],
+            },
+        ]
+        self.jobs_status = [Status.PENDING for _ in self.jobs]
+
+    def get_next_job(self):
+        for job, status in zip(self.jobs, self.jobs_status):
+            if status == Status.PENDING:
+                print(f"Found pending job: {job['name']}")
+                return job
+        return None
+
+    def mark_job_as_running(self, job_name):
+        for job, status in zip(self.jobs, self.jobs_status):
+            if job["name"] == job_name:
+                status = Status.RUNNING
+                break
+        print(f"self.jobs_status: {self.jobs_status}")
+
+def load_env(index = 0):
+    from isaaclab_arena.utils.reload_modules import reload_arena_modules
+
+    reload_arena_modules()
+    from isaaclab_arena.examples.example_environments.cli import (
+        get_arena_builder_from_cli,
+        get_isaaclab_arena_example_environment_cli_parser,
+    )
+    args_parser = get_isaaclab_arena_example_environment_cli_parser()
+    if index == 0:
+        args_cli = args_parser.parse_args([
+            "gr1_open_microwave",
+            "--object",
+            "cracker_box",
+        ])
+    elif index == 1:
+        args_cli = args_parser.parse_args([
+            "gr1_open_microwave",
+            "--object",
+            "sugar_box",
+        ])
+    else:
+        raise ValueError(f"Invalid index: {index}")
+    arena_builder = get_arena_builder_from_cli(args_cli)
+    env = arena_builder.make_registered()
+    env.reset()
+    return env
+
+def env_step(env):
+    NUM_STEPS = 200
+    for _ in tqdm.tqdm(range(NUM_STEPS)):
+        with torch.inference_mode():
+            actions = torch.zeros(env.action_space.shape, device=env.unwrapped.device)
+            env.step(actions)
+
+def env_stop(env):
+    from isaaclab.sim import SimulationContext
+
+    simulation_context = SimulationContext.instance()
+    simulation_context._disable_app_control_on_stop_handle = True
+    simulation_context.stop()
+    simulation_context.clear_instance()
+    env.close()
+
+    import omni.timeline
+
+    omni.timeline.get_timeline_interface().stop()
+    omni.usd.get_context().new_stage()
+
+def main():
+    """Script to run an IsaacLab Arena environment with a zero-action agent."""
+
+    env = load_env(0)
+    env_step(env)
+    env_stop(env)
+    env = load_env(1)
+    env_step(env)
+    env_stop(env)
+
+
+if __name__ == "__main__":
+    main()