APEX-Agents · Management Consulting
World 127 TJ Task 1.0
APEX-Agents task World 127 TJ Task 1.0 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
Let's see how a 5% increase in COGS for all hybrid components affects overall gross profit results. Based on the client's request, we should recalculate the total 5-year COGS (€) and gross profit (€) for each of the three scenarios: retain, transition and exit. Report the updated numbers with the full dollars and cents. Print your reply as a message 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 |
|---|---|---|---|---|
| GPT-5.4 nano | dual | 1/6 | Fail | Run detailsPublic trace |
| Gemini 3.1 Pro | dual | 0/6 | Fail | Run detailsPublic trace |
| GPT-5.4 | dual | 0/6 | Fail | Run detailsPublic trace |
| GPT-5.4 mini | dual | 0/6 | Fail | Run detailsPublic trace |
| GPT-5.5 | dual | 0/6 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States that the total 5-year adjusted COGS after the 5% increase for the exit scenario is €225,829,067,959.23
States that the total 5-year adjusted COGS after the 5% increase for the retain scenario is €205,730,590,441.56
States that the total 5-year adjusted COGS after the 5% increase for the transition scenario is €247,019,312,433.78
States that the total 5-year updated gross profit for the exit scenario is €64,673,861,500.29
States that the total 5-year updated gross profit for the retain scenario is €57,187,111,495.24
States that the total 5-year updated gross profit for the transition scenario is €68,899,459,617.74