APEX-Agents · Management Consulting
TaskWorld130_CamilleMoingeon_5
APEX-Agents task TaskWorld130_CamilleMoingeon_5 in AI Agents for Comparable Company Analysis. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.
Task prompt
What the agent was asked to do
Using HarFeast's equipment data by location and quality losses dataset, we will consider all canned vegetables assets with a scrap rate > 5% and with unplanned downtime hours above the plant median for canned vegetables as "high-priority". 1. For the "high-priority" group, calculate the total annual quality-related losses (scrap + unplanned failure cost). If the quality losses dataset has a different product family label, ignore it. 2. Calculate the percentage of all canned-vegetable quality losses that comes from these "high-priority" assets. Print it here, numbers rounded to the nearest whole number.
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-5.5showcase | dual | 2/2 | Pass | Share pagePublic trace |
| Gemini 3 Flash | dual | 2/2 | Pass | Share pagePublic trace |
| Gemini 3.1 Pro | dual | 2/2 | Pass | Share pagePublic trace |
| GPT-5.4 | dual | 2/2 | Pass | Share pagePublic trace |
| GPT-5.4 mini | dual | 2/2 | Pass | Share pagePublic trace |
| GPT-5.4 nano | dual | 2/2 | Pass | Share pagePublic trace |
Grading rubric
Criteria and grader verdict (showcase run)
States that the total annual quality-related losses for the "high-priority" group is $1,666,639
PassEvidence: TEXT_RESPONSE states, “Total annual quality-related losses for high-priority assets: $1,666,639.” Assessment: The criterion requires stating that the total annual quality-related losses for the high-priority group is $1,666,639; pass because the response gives exactly that value.
States that the percentage of all canned-vegetable quality losses that comes from these "high-priority" assets is 23%
PassEvidence: TEXT_RESPONSE states, “Percentage of all canned-vegetable quality losses from high-priority assets: 23%.” Assessment: The criterion requires stating that the percentage of all canned-vegetable quality losses from high-priority assets is 23%; pass because the response gives exactly that percentage.