diff --git a/docs_tofupilot/measurements/dimensional/client/main.py b/docs_tofupilot/measurements/dimensional/client/main.py
index 775582e..2953753 100644
--- a/docs_tofupilot/measurements/dimensional/client/main.py
+++ b/docs_tofupilot/measurements/dimensional/client/main.py
@@ -1,52 +1,75 @@
 import random
 from datetime import datetime
 
+import numpy as np
 from tofupilot import MeasurementOutcome, PhaseOutcome, TofuPilotClient
 
 client = TofuPilotClient()
 
 
-def phase_voltage_measure():
-    start_time_millis = datetime.now().timestamp() * 1000
+def standard():
+    """Python lists approach - one point at a time"""
+    start = datetime.now().timestamp() * 1000
+    measurements = []
 
-    structured_measurements = []
     for t in range(100):
-        timestamp = t / 100
-        voltage = round(random.uniform(3.3, 3.5), 2)
-        current = round(random.uniform(0.3, 0.8), 3)
-        resistance = voltage / current
-        structured_measurements.append(
-            (timestamp, voltage, current, resistance))
-
-    phase = [
-        {
-            "name": "power_phase",
-            "outcome": PhaseOutcome.PASS,
-            "start_time_millis": start_time_millis,
-            "end_time_millis": start_time_millis + 30 * 1000,
-            "measurements": [
-                {
-                    "name": "current_voltage_resistence_over_time",
-                    "units": ["s", "V", "A", "Ohm"],
-                    "measured_value": structured_measurements,
-                    "outcome": MeasurementOutcome.PASS,
-                }
-            ],
-        }
+        timestamp = t / 100  # Time dimension
+        voltage = round(random.uniform(3.3, 3.5), 2)  # Voltage dimension
+        current = round(random.uniform(0.3, 0.8), 3)  # Current dimension
+        measurements.append((timestamp, voltage, current, voltage / current))
+
+    return {
+        "name": "loop_approach",
+        "outcome": PhaseOutcome.PASS,
+        "start_time_millis": start,
+        "end_time_millis": start + 30000,
+        "measurements": [
+            {
+                "name": "current_voltage_resistance_over_time",
+                "units": ["s", "V", "A", "Ohm"],
+                "measured_value": measurements,
+                "outcome": MeasurementOutcome.PASS,
+            }
+        ],
+    }
+
+
+def numpy_way():
+    """NumPy approach - all points at once"""
+    start = datetime.now().timestamp() * 1000
+
+    # Generate all dimensions simultaneously
+    timestamps = np.linspace(0, 0.99, 100)
+    voltages = np.round(np.random.uniform(3.3, 3.5, 100), 2)
+    currents = np.round(np.random.uniform(0.3, 0.8, 100), 3)
+
+    measurements = [
+        tuple(x)
+        for x in np.column_stack((timestamps, voltages, currents, voltages / currents))
     ]
 
-    return phase
+    return {
+        "name": "vector_approach",
+        "outcome": PhaseOutcome.PASS,
+        "start_time_millis": start,
+        "end_time_millis": start + 30000,
+        "measurements": [
+            {
+                "name": "current_voltage_resistance_over_time",
+                "units": ["s", "V", "A", "Ohm"],
+                "measured_value": measurements,
+                "outcome": MeasurementOutcome.PASS,
+            }
+        ],
+    }
 
 
 def main():
-    phases = phase_voltage_measure()
-
     client.create_run(
-        procedure_id="FVT1",  # Create the procedure first in the Application
+        procedure_id="FVT1",
         unit_under_test={"serial_number": "PCB1A001", "part_number": "PCB1"},
-        phases=phases,
-        run_passed=all(
-            phase["outcome"] == PhaseOutcome.PASS for phase in phases),
+        phases=[standard(), numpy_way()],
+        run_passed=True,
     )
 
 
diff --git a/docs_tofupilot/measurements/dimensional/openhtf/main.py b/docs_tofupilot/measurements/dimensional/openhtf/main.py
index 9aba21c..9d52d7a 100644
--- a/docs_tofupilot/measurements/dimensional/openhtf/main.py
+++ b/docs_tofupilot/measurements/dimensional/openhtf/main.py
@@ -6,9 +6,11 @@
 
 
 @htf.measures(
-    htf.Measurement("current_voltage_resistence_over_time")
-    .with_dimensions(units.SECOND, units.VOLT, units.AMPERE)
-    .with_units(units.OHM),
+    htf.Measurement("current_voltage_resistance_over_time")
+    .with_dimensions(
+        units.SECOND, units.VOLT, units.AMPERE
+    )  # Input axes: time, voltage, current
+    .with_units(units.OHM)  # Output unit: resistance in ohms
 )
 def power_phase(test):
     for t in range(100):
@@ -16,7 +18,7 @@ def power_phase(test):
         voltage = round(random.uniform(3.3, 3.5), 2)
         current = round(random.uniform(0.3, 0.8), 3)
         resistance = voltage / current
-        test.measurements.current_voltage_resistence_over_time[
+        test.measurements.current_voltage_resistance_over_time[
             timestamp, voltage, current
         ] = resistance
 
@@ -28,7 +30,6 @@ def main():
         part_number="PCB01",
     )
 
-    # Execute the test
     with TofuPilot(test):
         test.execute(lambda: "PCB1A003")