APEX-Agents · Management Consulting
World 131_MK_Task 1
APEX-Agents task World 131_MK_Task 1 in AI Agents for Infrastructure Finance. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
Assuming Eurogrid goes through with the labor reallocation efforts described in the operational efficiency analysis, calculate both the % of total staff that is a manager and the average span of control across all departments (excluding IT & Digital Systems). Use the following pre-allocation manager shares: Grid Operations & Control Center (20%), Field Maintenance & Construction (15%), Asset Management & Planning (15%), Tech (10%), and Other corporate functions (25%). Assume % of managers is the same in both the department that is being re-allocated and the proportion of FTE being re-allocated. Assume all FTE reallocation goes into the IT & Digital Systems department. Round all headcount figures down to the nearest integer in your calculations. Round responses to two decimal places. Provide all your answers directly in here.
Published trajectories
Agent runs on this task
Curated dual-harness runs (parsed + original sandbox). Best scored run per model.
| Model | Harness | Score | Result | Links |
|---|---|---|---|---|
| Gemini 3.1 Pro | dual | 0/2 | Fail | Run detailsPublic trace |
| GPT-5.4 | dual | 0/2 | Fail | Run detailsPublic trace |
| GPT-5.4 mini | dual | 0/2 | Fail | Run detailsPublic trace |
| GPT-5.4 nano | dual | 0/2 | Fail | Run detailsPublic trace |
| GPT-5.5 | dual | 0/2 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States that the post-reallocation manager share of total staff (excluding IT & Digital Systems) is 16.68%
States that the post-reallocation average span of control is 5.00