APEX-Agents · Management Consulting
Task_World130_CamilleMoingeon_3
APEX-Agents task Task_World130_CamilleMoingeon_3 in AI Agents for Comparable Company Analysis. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
Using HarFeast's baseline diagnostic dataset, assess the impact of predictive maintenance on HarFeast's scrap rate. We will pilot predictive maintenance only on equipment a) whose scheduled hours per year are at or above that equipment type's median scheduled hours and b) whose labor hours are at or above its plant's median labor hours. For all equipment qualifying for the pilot, apply the improvement assumptions from the Gogo Food case study. 1. Calculate the new overall scrap rates per product family, rounded to one decimal point place. 2. Calculate the total scrap units each product family avoids per year after these improvements, rounded to the nearest whole number. Please return all results to me in your reply.
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 | 6/6 | Pass | Run detailsPublic trace |
| GPT-5.4 | dual | 4/6 | Fail | Run detailsPublic trace |
| GPT-5.4 mini | dual | 4/6 | Fail | Run detailsPublic trace |
| GPT-5.5 | dual | 2/6 | Fail | Run detailsPublic trace |
| GPT-5.4 nano | dual | 1/6 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States that the new overall scrap rate for the Canned Vegetables product family is 6.7%
States that the new overall scrap rate for the Condiments product family is 6.6%
States that the new overall scrap rate for the Sauces product family is 6.6%
States that the total number of scrap units the Canned Vegetables product family avoids every year as a result of these changes is 290,497
States that the total number of scrap units the Condiments product family avoids every year as a result of these changes is 329,588
States that the total number of scrap units the Sauces product family avoids every year as a result of these changes is 283,526