APEX-Agents · Management Consulting
World131_acd_task10
APEX-Agents task World131_acd_task10 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
Take a look at our workforce distribution in the country where we've spent the most on OPEX from 2020-24. Knowing we need 2 line technicians per transmission line, 1 substation technician for each substation and transformer, 1 protection engineer for each sensor and breaker, and 1 maintenance planner who can split their time among 5 different assets. What's the total headcount we need for each role in that country? Put together a table with the country, the roles, current headcount, and total headcount needed. Round headcounts to the nearest whole number. Reply to me 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 | 9/9 | Pass | Run detailsPublic trace |
| GPT-5.4 | dual | 9/9 | Pass | Run detailsPublic trace |
| GPT-5.4 mini | dual | 9/9 | Pass | Run detailsPublic trace |
| GPT-5.4 nano | dual | 9/9 | Pass | Run detailsPublic trace |
| GPT-5.5 | dual | 9/9 | Pass | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States the country with the highest OPEX over the past 5 years is Germany
States the total current headcount of line technicians in Germany is 101
States the total current headcount of maintenance planners in Germany is 67
States the total current headcount of protection engineers in Germany is 67
States the total current headcount of substation technicians in Germany is 93
States the total headcount needed for line technicians in Germany is 22
States the total headcount needed for maintenance planners in Germany is 9
States the total headcount needed for protection engineers in Germany is 13
States the total headcount needed for substation technicians in Germany is 22