LIVEdataset aec-bench@releasetasks 552models 18last submission … · built …
electricalwith-tool

Construction Monitoring Network Continuity Package

Calculates source-bound sensor data load, RF fade margin, PoE headroom, battery backup, solar headroom, and DC voltage-drop metrics from a deterministic SSC-16 task-owned source pack.

with-tool: The model is given an executable Python calculator script.

Standards

RF link budget workflowconstruction monitoring workflowtemporary power workflow

Tags

batteryconstructiondeterministicelectricalmonitoringnetworkpoerf

How this task is generated

One template produces many comparable benchmark tasks while keeping the scoring contract fixed.

  1. 01

    Template

    The reusable contract shown on this page.

  2. 02

    Scenario

    An archetype and site context are sampled.

  3. 03

    Difficulty tier

    Inputs may be hidden at harder tiers.

  4. 04

    Task prompt

    The model responds with the declared outputs.

Parameters

Inputs the model receives, and the outputs it is scored on.

Inputs

29 inputs

Always given

Included directly in every task prompt.

29
Show 29 inputs

  • Turbidity sensor

    turbidity_sensor_count

    SENSOR-16-SCHED-07 turbidity sensor count

    2 count

  • Turbidity sensor data

    turbidity_sensor_data_mbps

    SENSOR-16-SCHED-07 turbidity sensor data load

    0.15 Mbps

  • Vibration sensor

    vibration_sensor_count

    SENSOR-16-SCHED-07 vibration sensor count

    3 count

  • Vibration sensor data

    vibration_sensor_data_mbps

    SENSOR-16-SCHED-07 vibration sensor data load

    0.35 Mbps

  • Camera

    camera_count

    MON-16-LAYOUT-07 camera count

    2 count

  • Camera data

    camera_data_mbps

    SENSOR-16-SCHED-07 camera data load

    4 Mbps

  • Weather station data

    weather_station_data_mbps

    SENSOR-16-SCHED-07 weather station data load

    0.1 Mbps

  • Gateway overhead

    gateway_overhead_mbps

    NET-16-TOPO-07 gateway overhead

    0.55 Mbps

  • Network capacity

    network_capacity_mbps

    NET-16-TOPO-07 network capacity

    25 Mbps

  • Rf tx power

    rf_tx_power_dbm

    NET-16-TOPO-07 RF TX power

    23 dBm

  • Rf tx gain

    rf_tx_gain_db

    NET-16-TOPO-07 RF TX antenna gain

    12 dB

  • Rf rx gain

    rf_rx_gain_db

    NET-16-TOPO-07 RF RX antenna gain

    12 dB

  • Rf path loss

    rf_path_loss_db

    NET-16-TOPO-07 RF path loss

    106 dB

  • Rf misc loss

    rf_misc_loss_db

    NET-16-TOPO-07 RF miscellaneous loss

    4 dB

  • Rf receiver sensitivity

    rf_receiver_sensitivity_dbm

    NET-16-TOPO-07 RF receiver sensitivity

    -82 dBm

  • Camera poe

    camera_poe_w

    BAT-16-SOLAR-07 camera PoE load

    18 W

  • Gateway poe

    gateway_poe_w

    BAT-16-SOLAR-07 gateway PoE load

    12 W

  • Sensor poe

    sensor_poe_w

    BAT-16-SOLAR-07 each sensor PoE load

    4 W

  • Poe budget

    poe_budget_w

    BAT-16-SOLAR-07 PoE budget

    120 W

  • Battery capacity

    battery_capacity_kwh

    BAT-16-SOLAR-07 battery capacity

    3.2 kWh

  • Usable battery fraction

    usable_battery_fraction

    BAT-16-SOLAR-07 usable battery fraction

    0.85

  • Backup runtime

    backup_runtime_h

    REPORT-16-RULE-07 backup runtime

    36 h

  • Solar panel power

    solar_panel_power_w

    BAT-16-SOLAR-07 solar panel power

    800 W

  • Peak sun hours

    peak_sun_hours

    BAT-16-SOLAR-07 peak sun hours

    4 h

  • Solar derate factor

    solar_derate_factor

    BAT-16-SOLAR-07 solar derate factor

    0.72

  • Dc voltage

    dc_voltage_v

    BAT-16-SOLAR-07 DC voltage

    48 V

  • Feeder length

    feeder_length_km

    NET-16-TOPO-07 temporary DC feeder length

    0.12 km

  • Feeder resistance

    feeder_resistance_ohm_km

    NET-16-TOPO-07 feeder resistance

    1.4 ohm/km

  • Allowed voltage drop

    allowed_voltage_drop_percent

    BAT-16-SOLAR-07 allowed voltage drop

    5 percent

Scored outputs

12 outputs

Sensor data load mbps

sensor_data_load_mbps

Total monitoring sensor data load

Scores if within ±3% of the reference value.

Network headroom mbps

network_headroom_mbps

Network capacity minus sensor data load

Scores if within ±3% of the reference value.

Rf received power dbm

rf_received_power_dbm

RF received power

Scores if within ±3% of the reference value.

Rf fade margin db

rf_fade_margin_db

RF received power minus receiver sensitivity

Scores if within ±3% of the reference value.

Poe load w

poe_load_w

Total monitoring PoE load

Scores if within ±3% of the reference value.

Poe headroom w

poe_headroom_w

PoE budget minus load

Scores if within ±3% of the reference value.

Battery required kwh

battery_required_kwh

Battery energy required for backup runtime

Scores if within ±3% of the reference value.

Battery margin kwh

battery_margin_kwh

Usable battery energy minus required battery energy

Scores if within ±3% of the reference value.

Solar daily headroom wh

solar_daily_headroom_wh

Solar daily energy minus monitoring daily load

Scores if within ±3% of the reference value.

Voltage drop

voltage_drop_percent

Temporary DC feeder voltage drop

Scores if within ±3% of the reference value.

Voltage drop margin

voltage_drop_margin_percent

Allowed voltage drop minus calculated drop

Scores if within ±3% of the reference value.

Overall pass score

overall_pass_score

1.0 when network, RF, PoE, battery, solar, and voltage checks pass

Scores if within ±0.1% of the reference value.

Difficulty

Each template is sampled at three tiers. Harder tiers may hide inputs, forcing the model to infer them from the scenario description.

All inputs remain visible at every tier

For this template, difficulty scales through parameter and scenario ranges rather than hidden information.

easy:
All source-pack values given for the SSC-16 monitoring continuity package
medium:
All source-pack values given for the SSC-16 monitoring continuity package
hard:
All source-pack values given for the SSC-16 monitoring continuity package

Task bundle

The exact instruction and parameter contract used to generate this task, pinned to the published library source.

/workspace

  • instruction.md
  • construction-monitoring-network-continuity-package_calc.py

Teal lines show Jinja input conditions, not task visibility policy. A line renders only when that input or tool is visible.

1You are a construction monitoring engineer checking a task-owned synthetic SSC-16 package for sensor data continuity, RF link margin, PoE load, battery/solar autonomy, and temporary DC voltage drop.2 3Use only the task-owned synthetic source pack values shown below for numeric grading. External telemetry, RF link-budget, monitoring, and inspection-reporting workflows shape the context only; they are not extra data sources for this instance.4 5## Source Objects6 7- Product: `SSC-16-LH-07`8- Monitoring layout: `MON-16-LAYOUT-07`9- Sensor schedule: `SENSOR-16-SCHED-07`10- Network topology: `NET-16-TOPO-07`11- Battery/solar datasheet: `BAT-16-SOLAR-07`12- Reporting rule: `REPORT-16-RULE-07`13- Monitoring continuity memo: `MEMO-16-MONITOR-07`14 15## Source Values16 17| Item | Value |18|------|-------|19| Turbidity sensor count | {{ turbidity_sensor_count }} |20| Turbidity sensor data | {{ turbidity_sensor_data_mbps }} Mbps |21| Vibration sensor count | {{ vibration_sensor_count }} |22| Vibration sensor data | {{ vibration_sensor_data_mbps }} Mbps |23| Camera count | {{ camera_count }} |24| Camera data | {{ camera_data_mbps }} Mbps |25| Weather station data | {{ weather_station_data_mbps }} Mbps |26| Gateway overhead | {{ gateway_overhead_mbps }} Mbps |27| Network capacity | {{ network_capacity_mbps }} Mbps |28| RF TX power | {{ rf_tx_power_dbm }} dBm |29| RF TX gain | {{ rf_tx_gain_db }} dB |30| RF RX gain | {{ rf_rx_gain_db }} dB |31| RF path loss | {{ rf_path_loss_db }} dB |32| RF miscellaneous loss | {{ rf_misc_loss_db }} dB |33| Receiver sensitivity | {{ rf_receiver_sensitivity_dbm }} dBm |34| Camera PoE load | {{ camera_poe_w }} W |35| Gateway PoE load | {{ gateway_poe_w }} W |36| Sensor PoE load | {{ sensor_poe_w }} W |37| PoE budget | {{ poe_budget_w }} W |38| Battery capacity | {{ battery_capacity_kwh }} kWh |39| Usable battery fraction | {{ usable_battery_fraction }} |40| Backup runtime | {{ backup_runtime_h }} h |41| Solar panel power | {{ solar_panel_power_w }} W |42| Peak sun hours | {{ peak_sun_hours }} h |43| Solar derate factor | {{ solar_derate_factor }} |44| DC voltage | {{ dc_voltage_v }} V |45| Feeder length | {{ feeder_length_km }} km |46| Feeder resistance | {{ feeder_resistance_ohm_km }} ohm/km |47| Allowed voltage drop | {{ allowed_voltage_drop_percent }} percent |48 49## Required Checks50 51- Sensor data load is the sum of sensor, camera, weather, and gateway data loads.52- RF received power equals TX power plus gains minus path and miscellaneous losses.53- PoE load is the sum of cameras, gateway, and scheduled sensor loads.54- Battery energy covers PoE load over the backup runtime.55- Solar daily headroom and temporary DC voltage-drop margin must remain non-negative.56 57## Output Format58 59Write a compact memo to `/workspace/output.md`. Include a source-boundary statement that this is a task-owned synthetic source pack, preserve the source object IDs above, and state whether the baseline checks pass.60 61Do not claim authority approval, accepted project evidence, software export validity, full standards compliance, executable source-pack hardening, generated benchmark readiness, or benchmark readiness.62 63Include a fenced JSON block with exactly these numeric keys:64 65```json66{67 "sensor_data_load_mbps": <numeric_value>,68 "network_headroom_mbps": <numeric_value>,69 "rf_received_power_dbm": <numeric_value>,70 "rf_fade_margin_db": <numeric_value>,71 "poe_load_w": <numeric_value>,72 "poe_headroom_w": <numeric_value>,73 "battery_required_kwh": <numeric_value>,74 "battery_margin_kwh": <numeric_value>,75 "solar_daily_headroom_wh": <numeric_value>,76 "voltage_drop_percent": <numeric_value>,77 "voltage_drop_margin_percent": <numeric_value>,78 "overall_pass_score": <numeric_value>79}80```81

Scenario archetypes

Each generated task is drawn from one of these realistic scenario bands.

Site contexts ground each scenario in a real locale the model can use to infer hidden values.

Ssc16 monitoring network case

ssc16_monitoring_network_case

Construction monitoring network and data continuity case

Parameter ranges
turbidity_sensor_count
2
turbidity_sensor_data_mbps
0.15
vibration_sensor_count
3
vibration_sensor_data_mbps
0.35
camera_count
2
camera_data_mbps
4
weather_station_data_mbps
0.1
gateway_overhead_mbps
0.55
network_capacity_mbps
25
rf_tx_power_dbm
23
rf_tx_gain_db
12
rf_rx_gain_db
12
rf_path_loss_db
106
rf_misc_loss_db
4
rf_receiver_sensitivity_dbm
-82
camera_poe_w
18
gateway_poe_w
12
sensor_poe_w
4
poe_budget_w
120
battery_capacity_kwh
3.2
usable_battery_fraction
0.85
backup_runtime_h
36
solar_panel_power_w
800
peak_sun_hours
4
solar_derate_factor
0.72
dc_voltage_v
48
feeder_length_km
0.12
feeder_resistance_ohm_km
1.4
allowed_voltage_drop_percent
5

Example task

ssc16-monitoring-network-case-preview — hard difficulty, all inputs given.

Construction monitoring network and data continuity case. Required outputs: sensor_data_load_mbps, network_headroom_mbps, rf_received_power_dbm, rf_fade_margin_db, poe_load_w, poe_headroom_w

The model sees

Scenario context and visible inputs.

turbidity_sensor_count
2 to 2 count
turbidity_sensor_data_mbps
0.15 to 0.15 Mbps
vibration_sensor_count
3 to 3 count
vibration_sensor_data_mbps
0.35 to 0.35 Mbps
camera_count
2 to 2 count
camera_data_mbps
4 to 4 Mbps
weather_station_data_mbps
0.1 to 0.1 Mbps
gateway_overhead_mbps
0.55 to 0.55 Mbps
network_capacity_mbps
25 to 25 Mbps
rf_tx_power_dbm
23 to 23 dBm
rf_tx_gain_db
12 to 12 dB
rf_rx_gain_db
12 to 12 dB
rf_path_loss_db
106 to 106 dB
rf_misc_loss_db
4 to 4 dB
rf_receiver_sensitivity_dbm
-82 to -82 dBm
camera_poe_w
18 to 18 W
gateway_poe_w
12 to 12 W
sensor_poe_w
4 to 4 W
poe_budget_w
120 to 120 W
battery_capacity_kwh
3.2 to 3.2 kWh
usable_battery_fraction
0.85 to 0.85
backup_runtime_h
36 to 36 h
solar_panel_power_w
800 to 800 W
peak_sun_hours
4 to 4 h
solar_derate_factor
0.72 to 0.72
dc_voltage_v
48 to 48 V
feeder_length_km
0.12 to 0.12 km
feeder_resistance_ohm_km
1.4 to 1.4 ohm/km
allowed_voltage_drop_percent
5 to 5 percent

Executable tool: construction-monitoring-network-continuity-package_calc.py

The model must infer

Inputs withheld at this difficulty.

Nothing. All inputs are supplied.

The model must produce

The scored JSON answer schema.

{
  "sensor_data_load_mbps": <number>,
  "network_headroom_mbps": <number>,
  "rf_received_power_dbm": <number>,
  "rf_fade_margin_db": <number>,
  "poe_load_w": <number>,
  "poe_headroom_w": <number>,
  "battery_required_kwh": <number>,
  "battery_margin_kwh": <number>,
  "solar_daily_headroom_wh": <number>,
  "voltage_drop_percent": <number>,
  "voltage_drop_margin_percent": <number>,
  "overall_pass_score": <number>
}
  • sensor_data_load_mbps · scored within ±3%
  • network_headroom_mbps · scored within ±3%
  • rf_received_power_dbm · scored within ±3%
  • rf_fade_margin_db · scored within ±3%
  • poe_load_w · scored within ±3%
  • poe_headroom_w · scored within ±3%
  • battery_required_kwh · scored within ±3%
  • battery_margin_kwh · scored within ±3%
  • solar_daily_headroom_wh · scored within ±3%
  • voltage_drop_percent · scored within ±3%
  • voltage_drop_margin_percent · scored within ±3%
  • overall_pass_score · scored within ±0.1%