Tasks

85 tasks across 4 engineering disciplines (29 in the public dev set, 56 in the hidden test set), with a 6-hour time limit per task.

Structural engineering

10 tasks, 5 graded by automated checks and 5 by both checks and LLM-Judge.

Calculate gravity, wind, and seismic loads, verify structural members and connections, and design roof decks, diaphragms, and equipment supports.

Illustration: Roof members under load.

Public dev tasks (4)

TaskGraded by
Engineer-of-record corrections
Incorporate engineer-of-record markups into an issued drawing revision across two bid packages, including comment dispositions, sheet index updates, and change documentation.
Automated checks and LLM-Judge
Wind diaphragm shear
Compute the wind roof-diaphragm shears and shear-wall loads for a single-story data hall.
Automated checks
Seismic diaphragm shear
Compute the seismic diaphragm shears and shear-wall loads for a data-center lateral force-resisting system.
Automated checks
Roof deck design
Design a data center's steel roof deck for gravity and lateral loads, specifying gauge, fastener pattern, and diaphragm capacity.
Automated checks

6 more tasks in the hidden test set.

Civil engineering

18 tasks, 5 graded by automated checks, 10 by LLM-Judge and 3 by both.

Lay out site grading, drainage, and utilities, evaluate soil settlement and foundation strategies, and verify excavation shoring and construction plans.

Illustration: Buildings and utility routes within site limits.

Public dev tasks (9)

TaskGraded by
Phase-3 landscape revision
Incorporate a street-tree review comment into a landscape drawing set and check the package for agency resubmittal.
LLM-Judge
Data-center site design
Generate an IFC site model for a two-phase data-center campus that satisfies all requirements in its approval document.
Automated checks
Phase-3 engineer's estimate
Verify a project section of an engineer's estimate against the construction plans before sending it to the surety broker.
LLM-Judge
Block C footing settlement
Verify the long-term settlement of a building block's spread footings on clay against the project record and issue the verification memo.
LLM-Judge
Frame extension method package
Plan a steel frame extension over an occupied floor and check the construction method package against applicable safety regulations.
Automated checks
Foundation strategy
Select spread footings or aggregate piers for six building pads from geotechnical records and deliver a design basis, schedule, and constraint register.
Automated checks and LLM-Judge
Fill compaction acceptance
Check slab-on-grade fill compaction test records against the earthwork specification and issue a materials acceptance record.
LLM-Judge
Block B shoring verification
Verify a revised excavation shoring design against logged groundwater and subsurface conditions prior to excavation.
LLM-Judge
C-9 emergency spillway check
Evaluate a stormwater basin's emergency spillway drawing against a plan-check comment and specify the required revisions in a memo.
LLM-Judge

9 more tasks in the hidden test set.

Electrical engineering

27 tasks, 11 graded by automated checks, 14 by LLM-Judge and 2 by both.

Analyze power distribution from utility service to branch circuits, size feeders and cables, review solar interconnections, and check drawings for energization.

Illustration: A switchboard and its connected loads.

Public dev tasks (9)

TaskGraded by
Supplemental interconnection review
Write the supplemental interconnection review memo for a solar application on a distribution feeder.
LLM-Judge
Municipal witness-test package
Prepare the witness-test scope and schedule for municipal solar arrays that require testing, and identify those that do not.
Automated checks and LLM-Judge
Conveyance study
Complete the conveyance study and cost workbook for seven medium-voltage circuits in a 13.8 kV site distribution system.
Automated checks
Device takeoff
Complete an electrical device takeoff from a data hall's drawing set and price the bill of materials.
Automated checks
Electrical specifications
Write the Division 26 electrical specifications for an Army facility from its coordinated design package.
Automated checks
ALN-108 pre-application response
Draft a utility response to a developer's pre-application capacity request for a distribution feeder and close out the tracking record.
LLM-Judge
Corwyn permission to operate
Determine whether a utility operations center can grant permission to operate for a PV site on the requested date and initiate the work package.
LLM-Judge
Halbray backfeed reply
Assess whether a community solar site can be energized for backfeed on the requested date, draft the developer response, and initiate the work package.
LLM-Judge
Low-voltage cable sizing
Size a building's low-voltage wire schedule for voltage drop, duct-bank ampacity, and cost, complete with a constraint register and design basis.
Automated checks and LLM-Judge

18 more tasks in the hidden test set.

Mechanical engineering

30 tasks, 8 graded by automated checks, 18 by LLM-Judge and 4 by both.

Design and troubleshoot HVAC, thermal, and fluid-flow systems, route clash-free building services, and validate equipment performance and fire simulations.

Illustration: Heat removal within a cooling loop's flow limit.

Public dev tasks (7)

TaskGraded by
Fire-test validation memo
Evaluate whether a fire-resistance simulation is validated against furnace test data and write an engineering validation memo.
LLM-Judge
MEP coordination, hall A
Reconstruct a data hall from seven drawing sheets and generate a clash-free IFC4 model routing cable tray, busway, and chilled-water piping.
Automated checks
MEP coordination, hall B
Route MEP systems through a data hall where the structural grid is offset from the floor tiles, clearing a cross-aisle and 104 sprinkler heads.
Automated checks
Non-converging fire-solve disposition
Issue a signed disposition on a fire simulation's non-converging steady solve before a fourth run begins.
LLM-Judge
LES mesh-resolution note
Document the mesh-resolution basis of a large-eddy fire simulation to close out a peer-review comment.
LLM-Judge
Cooling-tower life-cycle cost
Design a condenser-water heat rejection replacement for a federal campus and justify the selection with a life-cycle cost analysis.
Automated checks
PCW flush procedure
Develop the cleaning, flushing, and passivation procedure for a data hall's process cooling water loop.
Automated checks

23 more tasks in the hidden test set.