diff --git a/predicators/spot_utils/README.txt b/predicators/spot_utils/README.txt
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/predicators/spot_utils/example_skills.py b/predicators/spot_utils/example_skills.py
new file mode 100644
index 0000000000..54271adff9
--- /dev/null
+++ b/predicators/spot_utils/example_skills.py
@@ -0,0 +1,40 @@
+# MOVE TO LOCATION
+# X,Y in map, Theta is direction of robot (in radians)
+move_hand_to_relative_pose(robot, se3_pose(x, y, z, quaternion)) # x is forward from robot, y is right from robot, and z is up from robot
+get_grasp_pixel(robot, ) -> returns pixel to grasp 
+grasp_at_pixel(robot, rgbds[hand_camera], pixel) -> grasps at pixel
+
+# MOVE HAND TO RELATIVE POSE
+target_pos = math_helpers.Vec3(0.8, 0.0, 0.25)
+downward_angle = np.pi / 2.5
+target_pos = math_helpers.Vec3(0.8, 0.0, 0.25)
+rot = math_helpers.Quat.from_pitch(downward_angle)
+body_tform_goal = math_helpers.SE3Pose(x=target_pos.x, y=target_pos.y, z=target_pos.z, rot=rot)
+move_hand_to_relative_pose(robot, body_tform_goal)
+# move_hand_to_relative_pose(robot, math_helpers.SE3Pose(0.753, 0.018, 0.89, math_helpers.Quat(0.6870, 0.0664, 0.7200, -0.0722)))
+# time.sleep(0.5)
+
+# GRASP
+
+# GET PIXEL FROM USER
+pixel = get_pixel_from_user(rgbds[hand_camera].rgb)
+
+# GET PIXEL FROM OBJECT DETECTION
+rgbds = capture_images(robot, localizer, TEST_CAMERAS)
+language_ids: List[ObjectDetectionID] = [
+    LanguageObjectDetectionID(d) for d in TEST_LANGUAGE_DESCRIPTIONS
+]
+hand_camera = "hand_color_image"
+detections, artifacts = detect_objects(language_ids, rgbds)
+
+detections_outfile = Path(".") / "object_detection_artifacts.png"
+no_detections_outfile = Path(".") / "no_detection_artifacts.png"
+visualize_all_artifacts(artifacts, detections_outfile,
+                        no_detections_outfile)
+
+pixel, _ = get_grasp_pixel(rgbds, artifacts, language_ids[-1],
+                                       hand_camera, rng)
+
+grasp_at_pixel(robot, rgbds[hand_camera], pixel)
+stow_arm(robot)
+time.sleep(0.5)
\ No newline at end of file
diff --git a/predicators/spot_utils/no_detection_artifacts.png b/predicators/spot_utils/no_detection_artifacts.png
deleted file mode 100644
index 5644ab86af..0000000000
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diff --git a/predicators/spot_utils/object_detection_artifacts.png b/predicators/spot_utils/object_detection_artifacts.png
deleted file mode 100644
index d670983415..0000000000
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diff --git a/predicators/spot_utils/perception/demo/no_detections_image_2024-05-29 21:29:34.094149.png b/predicators/spot_utils/perception/demo/no_detections_image_2024-05-29 21:29:34.094149.png
new file mode 100644
index 0000000000..1ea10770bf
Binary files /dev/null and b/predicators/spot_utils/perception/demo/no_detections_image_2024-05-29 21:29:34.094149.png differ
diff --git a/predicators/spot_utils/perception/demo/no_detections_image_2024-05-29 21:30:33.354505.png b/predicators/spot_utils/perception/demo/no_detections_image_2024-05-29 21:30:33.354505.png
new file mode 100644
index 0000000000..54a21d82b1
Binary files /dev/null and b/predicators/spot_utils/perception/demo/no_detections_image_2024-05-29 21:30:33.354505.png differ
diff --git a/predicators/spot_utils/perception/demo/state_2024-05-29 21:29:34.094149.txt b/predicators/spot_utils/perception/demo/state_2024-05-29 21:29:34.094149.txt
new file mode 100644
index 0000000000..331394a117
--- /dev/null
+++ b/predicators/spot_utils/perception/demo/state_2024-05-29 21:29:34.094149.txt	
@@ -0,0 +1,2 @@
+Robot pose: position -- X: 2.759 Y: 0.978 Yaw: 92.6 deg
+Robot hand pose: position -- X: 0.833 Y: 0.150 Z: 0.499 rotation -- W: 0.6156 X: -0.4840 Y: 0.4909 Z: 0.3817
diff --git a/predicators/spot_utils/perception/demo/state_2024-05-29 21:30:33.354505.txt b/predicators/spot_utils/perception/demo/state_2024-05-29 21:30:33.354505.txt
new file mode 100644
index 0000000000..3aed7ec083
--- /dev/null
+++ b/predicators/spot_utils/perception/demo/state_2024-05-29 21:30:33.354505.txt	
@@ -0,0 +1,2 @@
+Robot pose: position -- X: 2.560 Y: 0.922 Yaw: 92.6 deg
+Robot hand pose: position -- X: 0.644 Y: -0.325 Z: 0.250 rotation -- W: 0.7085 X: -0.2046 Y: 0.6750 Z: 0.0231
diff --git a/predicators/spot_utils/perception/demos/plant-tall/plant1.txt b/predicators/spot_utils/perception/demos/plant-tall/plant1.txt
deleted file mode 100644
index 9090e666ed..0000000000
--- a/predicators/spot_utils/perception/demos/plant-tall/plant1.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-Detected LanguageID(potted plant) at position -- X: 0.758 Y: 0.380 Z: 0.135 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Robot pose: position -- X: 3.998 Y: -0.338 Z: 0.111 rotation -- W: -0.2548 X: -0.0013 Y: -0.0016 Z: 0.9670
diff --git a/predicators/spot_utils/perception/demos/plant-tall/plant2.txt b/predicators/spot_utils/perception/demos/plant-tall/plant2.txt
deleted file mode 100644
index ceaa7784ee..0000000000
--- a/predicators/spot_utils/perception/demos/plant-tall/plant2.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-Detected LanguageID(potted plant) at position -- X: 0.816 Y: 0.319 Z: 0.132 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Robot pose: position -- X: 2.896 Y: -0.858 Z: 0.111 rotation -- W: -0.2481 X: -0.0018 Y: -0.0012 Z: 0.9687
diff --git a/predicators/spot_utils/perception/demos/plant-tall/plant3.txt b/predicators/spot_utils/perception/demos/plant-tall/plant3.txt
deleted file mode 100644
index 99cea72d16..0000000000
--- a/predicators/spot_utils/perception/demos/plant-tall/plant3.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-Detected LanguageID(potted plant) at position -- X: 0.806 Y: 0.279 Z: 0.136 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Robot pose: position -- X: 1.915 Y: -0.453 Z: 0.123 rotation -- W: 0.2849 X: -0.0024 Y: -0.0008 Z: -0.9585
diff --git a/predicators/spot_utils/perception/no_detection_artifacts.png b/predicators/spot_utils/perception/no_detection_artifacts.png
deleted file mode 100644
index c0b5997c19..0000000000
Binary files a/predicators/spot_utils/perception/no_detection_artifacts.png and /dev/null differ
diff --git a/predicators/spot_utils/perception/object_detection.py b/predicators/spot_utils/perception/object_detection.py
index 277867b04b..b52b14bcef 100644
--- a/predicators/spot_utils/perception/object_detection.py
+++ b/predicators/spot_utils/perception/object_detection.py
@@ -691,7 +691,7 @@ def display_camera_detections(artifacts: Dict[str, Any],
     TEST_LANGUAGE_DESCRIPTIONS = [
         "potted plant",
         "green apple/tennis ball",
-        "water bottle"
+        "elephant watering can"
     ]
 
     def _run_manual_test() -> None:
@@ -729,20 +729,24 @@ def _run_manual_test() -> None:
         snapshot = robot.get_frame_tree_snapshot()
         hand_in_body = get_a_tform_b(snapshot, BODY_FRAME_NAME, "hand")
 
-        with open(f"state_{datetime.now()}.txt", 'w') as file:
+        save_path = Path("./demo")
+        save_path.mkdir(parents=True, exist_ok=True)
+        date = datetime.now()
+
+        with open(f"demo/state_{date}.txt", 'w') as file:
             for obj_id, detection in detections.items():
-                file.write(f"Detected {obj_id} at {detection}\n")
+                file.write(f"Object {obj_id} at {detection}\n")
             file.write(f"Robot pose: {localizer.get_last_robot_pose().get_closest_se2_transform()}\n")
-            file.write(f"Hand pose: {hand_in_body}\n")
+            file.write(f"Robot hand pose: {hand_in_body}\n")
 
         for obj_id, detection in detections.items():
-            print(f"Detected {obj_id} at {detection}")
+            print(f"Object {obj_id} at {detection}")
         print(f"Robot pose: {localizer.get_last_robot_pose().get_closest_se2_transform()}")
-        print(f"Hand pose: {hand_in_body}")
+        print(f"Robot hand pose: {hand_in_body}")
 
         # Visualize the artifacts.
-        detections_outfile = Path(".") / "object_detection_artifacts.png"
-        no_detections_outfile = Path(".") / "no_detection_artifacts.png"
+        detections_outfile = f"./demo/object_detections_image_{date}.png"
+        no_detections_outfile = f"./demo/no_detections_image_{date}.png"
         visualize_all_artifacts(artifacts, detections_outfile,
                                 no_detections_outfile)
 
diff --git a/predicators/spot_utils/perception/object_detection_artifacts.png b/predicators/spot_utils/perception/object_detection_artifacts.png
deleted file mode 100644
index ee8cf81483..0000000000
Binary files a/predicators/spot_utils/perception/object_detection_artifacts.png and /dev/null differ
diff --git a/predicators/spot_utils/perception/plant-short/state_2024-05-21 18:26:35.545072.txt b/predicators/spot_utils/perception/plant-short/state_2024-05-21 18:26:35.545072.txt
deleted file mode 100644
index e77e9bd424..0000000000
--- a/predicators/spot_utils/perception/plant-short/state_2024-05-21 18:26:35.545072.txt	
+++ /dev/null
@@ -1,3 +0,0 @@
-Detected LanguageID(potted plant) at position -- X: 0.220 Y: -0.410 Z: 0.179 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Robot pose: position -- X: 3.858 Y: -0.051 Z: 0.151 rotation -- W: -0.1692 X: -0.0010 Y: -0.0006 Z: 0.9856
-Hand pose: position -- X: 3.306 Y: -0.049 Z: -0.069 rotation -- W: -0.1694 X: -0.0076 Y: 0.0005 Z: 0.9855
diff --git a/predicators/spot_utils/perception/plant-short/state_2024-05-21 18:27:25.276281.txt b/predicators/spot_utils/perception/plant-short/state_2024-05-21 18:27:25.276281.txt
deleted file mode 100644
index 18d998448c..0000000000
--- a/predicators/spot_utils/perception/plant-short/state_2024-05-21 18:27:25.276281.txt	
+++ /dev/null
@@ -1,3 +0,0 @@
-Detected LanguageID(potted plant) at position -- X: 0.923 Y: -0.274 Z: 0.134 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Robot pose: position -- X: 2.464 Y: -0.468 Z: 0.123 rotation -- W: -0.4515 X: -0.0017 Y: -0.0006 Z: 0.8923
-Hand pose: position -- X: -0.145 Y: -0.394 Z: 1.741 rotation -- W: -0.3294 X: -0.7136 Y: 0.3309 Z: 0.5222
diff --git a/predicators/spot_utils/perception/plant-short/state_2024-05-21 18:28:31.174064.txt b/predicators/spot_utils/perception/plant-short/state_2024-05-21 18:28:31.174064.txt
deleted file mode 100644
index 133bc6b175..0000000000
--- a/predicators/spot_utils/perception/plant-short/state_2024-05-21 18:28:31.174064.txt	
+++ /dev/null
@@ -1,3 +0,0 @@
-Detected LanguageID(potted plant) at position -- X: 0.980 Y: -0.268 Z: -0.131 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Robot pose: position -- X: 1.852 Y: -0.317 Z: 0.029 rotation -- W: 0.2490 X: 0.0311 Y: 0.0058 Z: -0.9680
-Hand pose: position -- X: 0.075 Y: 0.240 Z: 0.962 rotation -- W: 0.2966 X: 0.6067 Y: -0.3155 Z: -0.6666
diff --git a/predicators/spot_utils/perception/plant-tall/state_2024-05-21 18:20:55.519938.txt b/predicators/spot_utils/perception/plant-tall/state_2024-05-21 18:20:55.519938.txt
deleted file mode 100644
index 4d88d9f178..0000000000
--- a/predicators/spot_utils/perception/plant-tall/state_2024-05-21 18:20:55.519938.txt	
+++ /dev/null
@@ -1,3 +0,0 @@
-Detected LanguageID(potted plant) at position -- X: 0.994 Y: -0.582 Z: 0.143 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Robot pose: position -- X: 3.652 Y: 0.111 Z: -0.088 rotation -- W: -0.1436 X: -0.0009 Y: -0.0005 Z: 0.9896
-Hand pose: position -- X: 3.104 Y: 0.112 Z: -0.307 rotation -- W: -0.1438 X: -0.0079 Y: 0.0005 Z: 0.9896
diff --git a/predicators/spot_utils/perception/plant-tall/state_2024-05-21 18:21:36.705204.txt b/predicators/spot_utils/perception/plant-tall/state_2024-05-21 18:21:36.705204.txt
deleted file mode 100644
index 05975568aa..0000000000
--- a/predicators/spot_utils/perception/plant-tall/state_2024-05-21 18:21:36.705204.txt	
+++ /dev/null
@@ -1,3 +0,0 @@
-Detected LanguageID(potted plant) at position -- X: 0.504 Y: 1.954 Z: 0.843 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Robot pose: position -- X: 2.543 Y: -0.501 Z: 0.124 rotation -- W: -0.2786 X: -0.0007 Y: -0.0019 Z: 0.9604
-Hand pose: position -- X: 1.992 Y: -0.501 Z: -0.111 rotation -- W: -0.2787 X: -0.0075 Y: 0.0002 Z: 0.9604
diff --git a/predicators/spot_utils/perception/plant-tall/state_2024-05-21 18:23:43.159150.txt b/predicators/spot_utils/perception/plant-tall/state_2024-05-21 18:23:43.159150.txt
deleted file mode 100644
index 75638582ca..0000000000
--- a/predicators/spot_utils/perception/plant-tall/state_2024-05-21 18:23:43.159150.txt	
+++ /dev/null
@@ -1,3 +0,0 @@
-Detected LanguageID(potted plant) at position -- X: 0.501 Y: 2.020 Z: 0.769 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Robot pose: position -- X: 1.910 Y: -0.327 Z: 0.189 rotation -- W: 0.3682 X: -0.0260 Y: -0.0118 Z: -0.9293
-Hand pose: position -- X: -0.155 Y: 0.098 Z: 1.046 rotation -- W: 0.2218 X: 0.6180 Y: -0.4710 Z: -0.5891
diff --git a/predicators/spot_utils/perception/state_2024-05-28 11:56:45.948311.txt b/predicators/spot_utils/perception/state_2024-05-28 11:56:45.948311.txt
deleted file mode 100644
index 6545602430..0000000000
--- a/predicators/spot_utils/perception/state_2024-05-28 11:56:45.948311.txt	
+++ /dev/null
@@ -1,4 +0,0 @@
-Detected LanguageID(potted plant) at position -- X: 2.763 Y: -1.996 Z: 0.569 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Detected LanguageID(green apple/tennis ball) at position -- X: 5.595 Y: -1.316 Z: -0.349 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Robot pose: position -- X: 2.163 Y: 0.360 Yaw: -74.0 deg
-Hand pose: position -- X: 0.554 Y: 0.000 Z: 0.263 rotation -- W: 1.0000 X: 0.0004 Y: 0.0078 Z: 0.0003
diff --git a/predicators/spot_utils/perception/state_2024-05-28 11:57:08.547399.txt b/predicators/spot_utils/perception/state_2024-05-28 11:57:08.547399.txt
deleted file mode 100644
index f7c0663912..0000000000
--- a/predicators/spot_utils/perception/state_2024-05-28 11:57:08.547399.txt	
+++ /dev/null
@@ -1,5 +0,0 @@
-Detected LanguageID(potted plant) at position -- X: 2.749 Y: -1.895 Z: 0.190 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Detected LanguageID(water bottle) at position -- X: 3.002 Y: -2.249 Z: 0.260 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Detected LanguageID(green apple/tennis ball) at position -- X: 5.473 Y: -1.264 Z: -0.561 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Robot pose: position -- X: 3.271 Y: -0.077 Yaw: -78.6 deg
-Hand pose: position -- X: 0.554 Y: 0.000 Z: 0.263 rotation -- W: 1.0000 X: 0.0004 Y: 0.0078 Z: 0.0002
diff --git a/predicators/spot_utils/perception/state_2024-05-28 11:58:00.452985.txt b/predicators/spot_utils/perception/state_2024-05-28 11:58:00.452985.txt
deleted file mode 100644
index 6a947bae97..0000000000
--- a/predicators/spot_utils/perception/state_2024-05-28 11:58:00.452985.txt	
+++ /dev/null
@@ -1,3 +0,0 @@
-Detected LanguageID(green apple/tennis ball) at position -- X: 5.581 Y: -1.269 Z: -0.358 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Robot pose: position -- X: 2.808 Y: -0.908 Yaw: -78.6 deg
-Hand pose: position -- X: 1.086 Y: 0.083 Z: 0.481 rotation -- W: 0.9983 X: 0.0005 Y: 0.0286 Z: 0.0516
diff --git a/predicators/spot_utils/perception/state_2024-05-28 12:06:19.916744.txt b/predicators/spot_utils/perception/state_2024-05-28 12:06:19.916744.txt
deleted file mode 100644
index bdd7c2bdc0..0000000000
--- a/predicators/spot_utils/perception/state_2024-05-28 12:06:19.916744.txt	
+++ /dev/null
@@ -1,4 +0,0 @@
-Detected LanguageID(potted plant) at position -- X: 2.825 Y: -1.850 Z: 0.407 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Detected LanguageID(green apple/tennis ball) at position -- X: 5.647 Y: -1.245 Z: -0.362 rotation -- W: 1.0000 X: 0.0000 Y: 0.0000 Z: 0.0000
-Robot pose: position -- X: 2.798 Y: -0.378 Yaw: -78.9 deg
-Hand pose: position -- X: 0.753 Y: 0.018 Z: 0.391 rotation -- W: 0.6870 X: 0.0664 Y: 0.7200 Z: -0.0722
diff --git a/predicators/spot_utils/sample_and_move.py b/predicators/spot_utils/sample_and_move.py
index 3f1149fd0e..4495a34ee2 100644
--- a/predicators/spot_utils/sample_and_move.py
+++ b/predicators/spot_utils/sample_and_move.py
@@ -194,7 +194,7 @@ def pour_at_relative_pose(robot: Robot, rel_pos: math_helpers.Vec3) -> None:
 pixel = get_pixel_from_user(rgbds[hand_camera].rgb)
 grasp_at_pixel(robot, rgbds[hand_camera], pixel)
 time.sleep(0.5)
-move_hand_to_relative_pose(robot, math_helpers.SE3Pose(0.753, 0.018, 0.39, math_helpers.Quat(0.6870, 0.0664, 0.7200, -0.0722)))
+move_hand_to_relative_pose(robot, math_helpers.SE3Pose(0.753, 0.018, 0.89, math_helpers.Quat(0.6870, 0.0664, 0.7200, -0.0722)))
 time.sleep(0.5)
 navigate_to_absolute_pose(robot, localizer, math_helpers.SE2Pose(2.808, -0.908, math.radians(-78.6)))
 time.sleep(0.5)
diff --git a/predicators/spot_utils/water_plant.py b/predicators/spot_utils/water_plant.py
new file mode 100644
index 0000000000..999d1bf0ad
--- /dev/null
+++ b/predicators/spot_utils/water_plant.py
@@ -0,0 +1,164 @@
+"""Special script for Andi CoRL experiments"""
+
+from predicators import utils
+from predicators.settings import CFG
+from bosdyn.client.frame_helpers import get_a_tform_b, BODY_FRAME_NAME
+from typing import List, Tuple
+import numpy as np
+from pathlib import Path
+
+from predicators.settings import CFG
+from predicators.spot_utils.perception.perception_structs import \
+    LanguageObjectDetectionID, ObjectDetectionID
+from predicators.spot_utils.utils import get_graph_nav_dir
+from bosdyn.client import create_standard_sdk
+from bosdyn.client.lease import LeaseClient, LeaseKeepAlive
+from bosdyn.client.util import authenticate
+from bosdyn.client import math_helpers
+from bosdyn.client.sdk import Robot
+import time
+import math
+
+from predicators import utils
+from predicators.spot_utils.perception.spot_cameras import capture_images
+from predicators.spot_utils.spot_localization import SpotLocalizer
+from predicators.spot_utils.utils import verify_estop, get_pixel_from_user
+from predicators.spot_utils.perception.object_detection import detect_objects, get_grasp_pixel, visualize_all_artifacts
+from predicators.spot_utils.skills.spot_hand_move import move_hand_to_relative_pose
+from predicators.spot_utils.utils import get_allowed_map_regions, \
+    sample_move_offset_from_target, spot_pose_to_geom2d
+from predicators.spot_utils.skills.spot_stow_arm import stow_arm
+from predicators.spot_utils.skills.spot_navigation import navigate_to_absolute_pose
+from predicators.spot_utils.skills.spot_grasp import grasp_at_pixel
+from predicators.spot_utils.utils import get_spot_home_pose
+
+TEST_CAMERAS = [
+        "hand_color_image",
+        "frontleft_fisheye_image",
+        "left_fisheye_image",
+        "right_fisheye_image",
+        "frontright_fisheye_image",
+    ]
+TEST_LANGUAGE_DESCRIPTIONS = [
+    "potted plant",
+    "green apple/tennis ball",
+    "elephant watering can"
+]
+
+args = utils.parse_args(env_required=False,
+                        seed_required=False,
+                        approach_required=False)
+utils.update_config(args)
+
+# Get constants.
+hostname = CFG.spot_robot_ip
+path = get_graph_nav_dir()
+# Setup.
+sdk = create_standard_sdk('SpotCameraTestClient')
+robot = sdk.create_robot(hostname)
+authenticate(robot)
+verify_estop(robot)
+lease_client = robot.ensure_client(LeaseClient.default_service_name)
+lease_client.take()
+lease_client = robot.ensure_client(LeaseClient.default_service_name)
+lease_client.take()
+lease_keepalive = LeaseKeepAlive(lease_client,
+                                    must_acquire=True,
+                                    return_at_exit=True)
+
+assert path.exists()
+# Creating a localizer so the robot knows its position in a map.
+localizer = SpotLocalizer(robot, path, lease_client, lease_keepalive)
+localizer.localize()
+robot_pose = localizer.get_last_robot_pose()
+
+# Pouring skill.
+def pour_at_relative_pose(robot: Robot, rel_pos: math_helpers.Vec3) -> None:
+    """Assuming the robot is holding something, execute a pour."""
+    # First move the hand to the target pose.
+    init_rot = math_helpers.Quat.from_pitch(np.pi/2)
+    init_pose = math_helpers.SE3Pose(x=rel_pos.x,
+                                           y=rel_pos.y,
+                                           z=rel_pos.z,
+                                           rot=init_rot)
+    move_hand_to_relative_pose(robot, init_pose)
+    time.sleep(0.5)
+    pouring_rot = init_rot * math_helpers.Quat.from_yaw(np.pi / 4.0)
+    pouring_pose = math_helpers.SE3Pose(x=rel_pos.x,
+                                           y=rel_pos.y,
+                                           z=rel_pos.z,
+                                           rot=pouring_rot)
+    move_hand_to_relative_pose(robot, pouring_pose)
+    time.sleep(0.5)
+    move_hand_to_relative_pose(robot, init_pose)
+
+# Simple reward function example.
+def reward_function(input_traj: List[Tuple[float, float]]) -> float:
+    assert len(input_traj) == 3
+    desired_trajectory = [(3.5, 0.45), (3.0, 0.45), (3.0, 0.0)]
+    reward = 0.0
+    for i, waypoint in enumerate(input_traj):
+        reward += -np.linalg.norm(np.array([desired_trajectory[i][0], desired_trajectory[i][1]]) - np.array([waypoint[0], waypoint[1]]))
+    return reward
+
+# ANDI to modify
+#def reward_network(input_traj: List[Tuple[float, float]]) -> float:
+#    self.cost_nn = MLP(input_dim, 1, [], output_activation=None).to(self.device)
+#    self.optimizer = optim.Adam(self.cost_nn.parameters(), lr=params["lr"])
+
+#def calc_cost(self, traj):
+#    traj = torch.tensor(traj, dtype=torch.float32).to(self.device)
+#    return self.cost_nn(traj).item()
+
+# Example sampler.
+# spot_home_pose = get_spot_home_pose()
+# max_reward = -np.inf
+# max_reward_traj = None
+rng = np.random.default_rng(0)
+# for _ in range(10000):
+#     curr_traj = []
+#     for _ in range(3):
+#         distance, angle, _ = sample_move_offset_from_target((spot_home_pose.x, spot_home_pose.y), spot_pose_to_geom2d(robot_pose), [], rng, 0.0, 2.5, get_allowed_map_regions())
+#         x, y = spot_home_pose.x + np.cos(angle) * distance, spot_home_pose.y + np.sin(angle) * distance
+#         curr_traj.append((x, y))
+#     if reward_function(curr_traj) > max_reward:
+#         max_reward = reward_function(curr_traj)
+#         max_reward_traj = curr_traj
+#     # ANDI TO MODIFY + ADD
+#     # if calc_cost(curr_traj) < max_cost:
+#     #    min_cost = calc_cost(curr_traj)
+#     #    min_cost_traj = curr_traj
+# assert max_reward_traj is not None
+
+# print(max_reward_traj)
+
+# for waypoint in max_reward_traj:
+#     navigate_to_absolute_pose(robot, localizer, math_helpers.SE2Pose(waypoint[0], waypoint[1], 0.0))
+#     time.sleep(0.5)
+
+# stow_arm(robot)
+# time.sleep(0.5)
+# navigate_to_absolute_pose(robot, localizer, math_helpers.SE2Pose(2.163, 0.360, math.radians(-74.0)))
+# time.sleep(0.5)
+# navigate_to_absolute_pose(robot, localizer, math_helpers.SE2Pose(3.271, -0.077, math.radians(-78.6)))
+# time.sleep(0.5)
+# downward_angle = np.pi / 2.5
+# target_pos = math_helpers.Vec3(0.8, 0.0, 0.25)
+# rot = math_helpers.Quat.from_pitch(downward_angle)
+# body_tform_goal = math_helpers.SE3Pose(x=target_pos.x, y=target_pos.y, z=target_pos.z, rot=rot)
+# move_hand_to_relative_pose(robot, body_tform_goal)
+# time.sleep(0.5)
+# rgbds = capture_images(robot, localizer, TEST_CAMERAS)
+# hand_camera = "hand_color_image"
+# pixel = get_pixel_from_user(rgbds[hand_camera].rgb)
+# grasp_at_pixel(robot, rgbds[hand_camera], pixel)
+# time.sleep(0.5)
+# #move_hand_to_relative_pose(robot, math_helpers.SE3Pose(0.753, 0.018, 0.89, math_helpers.Quat(0.6870, 0.0664, 0.7200, -0.0722)))
+# move_hand_to_relative_pose(robot, math_helpers.SE3Pose(0.644, -0.008, 0.734, math_helpers.Quat(0.8861, 0.1572, 0.4129, -0.1398)))
+# time.sleep(0.5)
+# navigate_to_absolute_pose(robot, localizer, math_helpers.SE2Pose(2.808, -0.908, math.radians(-78.6)))
+# time.sleep(0.5)
+# pour_at_relative_pose(robot, math_helpers.Vec3(1.086, 0.083, 0.481))
+move_hand_to_relative_pose(robot, math_helpers.SE3Pose(0.833, 0.150, 0.499, math_helpers.Quat(0.6156, -0.4840, 0.4909, 0.3817)))
+time.sleep(0.5)
+move_hand_to_relative_pose(robot, math_helpers.SE3Pose(0.644, -0.325, 0.250, math_helpers.Quat(0.7085, -0.2046, 0.6750, 0.0231)))