APEX-Agents · Management Consulting
World 127_HLV_Task 07
APEX-Agents task World 127_HLV_Task 07 in AI Agents for Automotive EV Transition Strategy. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
We are making changes to the case model to highlight a downside scenario where China's embargo on critical minerals reduces the components' margins by 50% if they are used for Hybrid and/or EV. The other components' margins will decrease by 20%. With this in mind, return back to me: 1) Gross Profit (and gross margin) for Retain 2) Gross Profit (and gross margin) for Transition 3) Gross Profit (and gross margin) for Exit If the Gross Profit for Transition declines by more than 40%, then note that Helios is significantly exposed to geopolitical risk in regard to critical minerals. Show the gross profit as a whole number in EUR. Write your answer straight 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 | 0/7 | Fail | Run detailsPublic trace |
| GPT-5.4 | dual | 0/7 | Fail | Run detailsPublic trace |
| GPT-5.4 mini | dual | 0/7 | Fail | Run detailsPublic trace |
| GPT-5.4 nano | dual | 0/7 | Fail | Run detailsPublic trace |
| GPT-5.5 | dual | 0/7 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States that the Gross Profit for Retain is 36,483,223,954
States that the Gross Profit for Transition is 43,874,881,658
States that the Gross Profit for Exit is 39,960,173,941
States that the Gross Profit percentage for Retain is 13.9%
States that the Gross Profit percentage for Transition is 13.9%
States that the Gross Profit percentage for Exit is 13.8%
States Gross Profit for Transition in this new downside scenario is lower than the original scenario by 39.3%