APEX-Agents · Management Consulting
Task_W135_Camille_Moingeon_2
APEX-Agents task Task_W135_Camille_Moingeon_2 in AI Agents for Cross-Border Regulatory Review. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
Can you take a look at Lumea's 2025 financial report and the global beauty market analysis and help me double check their margin target? Specifically: a) If Lumea were to reach the midpoint of the premium-player operating margin range (instead of their 2030 target), what would their operating profit be in 2030? b) What's the delta with Lumea's 2030 operating profit target? c) How big is that delta as a % of Lumea's 2030 revenue target? Provide all your answers directly to me here as a message. Round the dollars to the nearest million and % to one decimal.
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 | 3/3 | Pass | Run detailsPublic trace |
| GPT-5.4 mini | dual | 3/3 | Pass | Run detailsPublic trace |
| GPT-5.4 nano | dual | 3/3 | Pass | Run detailsPublic trace |
| GPT-5.5 | dual | 3/3 | Pass | Run detailsPublic trace |
| GPT-5.4 | dual | 0/3 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States that the implied operating profit in 2030 if Lumea were to perform at the midpoint of the industry operating margin range for premium players is $373M
States that the absolute dollar delta between the implied operating profit and Lumea's actual 2030 operating profit target is $19M
States the delta between the implied and target operating profit as a percentage of Lumea's 2030 revenue is 1.0%