APEX-Agents · Management Consulting
World131_MD_01
APEX-Agents task World131_MD_01 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
Tell me whether or not the asset type that has the highest average adjusted failure probability per outage is also responsible for the highest average Value of Lost Load (VOLL) per asset. VOLL is defined as the product of SAIDI, number of customers affected, and assumed € per Customer-Minute. If it doesn't, which asset type does have the highest VOLL per asset? And for that asset type, what is the average adjusted failure probability per outage and the average VOLL per asset? Write your answer to me in here, rounding the output dollar values to the nearest 0.1 million and the output percentages to the nearest 0.01%.
Published trajectories
Agent runs on this task
Curated dual-harness runs (parsed + original sandbox). Best scored run per model.
| Model | Harness | Score | Result | Links |
|---|---|---|---|---|
| GPT-5.4 | dual | 4/4 | Pass | Run detailsPublic trace |
| GPT-5.4 nano | dual | 4/4 | Pass | Run detailsPublic trace |
| GPT-5.5 | dual | 4/4 | Pass | Run detailsPublic trace |
| Gemini 3 Flash | dual | 3/4 | Fail | Run detailsPublic trace |
| Gemini 3.1 Pro | dual | 3/4 | Fail | Run detailsPublic trace |
| GPT-5.4 mini | dual | 3/4 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States that the asset type with the highest average of adjusted failure probability is not responsible for the highest average financial impact
States that the average VOLL per asset for the Transmission Line asset type is €82.2M
States that the asset type with the highest average VOLL per asset is Transmission Line
States that the average adjusted failure probability per outage for the Transmission Line asset type is 51.59%