APEX-Agents · Investment Banking
World224-HS-02
APEX-Agents task World224-HS-02 in AI Agents for Take-Private Analysis. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
Please create a new scenario within the LBO model to assess the impact on Elastic’s Net Profit, assuming that for all years over the projection period (Year 1 to Year 5), Research and Development expenses margins are 10% higher and General and Administrative expenses margins are 2% higher. In the existing file, add a new tab and show values for "Net Profit" and "Net Profit Margin", across Year 1, Year 3, and Year 5. All monetary results must be displayed in USD millions, rounded to two decimal places, and all percentages must also be rounded to two decimal points.
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 | 6/6 | Pass | Run detailsPublic trace |
| GPT-5.5 | dual | 6/6 | Pass | Run detailsPublic trace |
| Gemini 3.1 Pro | dual | 0/6 | Fail | Run detailsPublic trace |
| GPT-5.4 mini | 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 Net Profit in Year 1 is -$144.61M
States Net Profit in Year 3 is -$44.53M
States Net Profit in Year 5 is $25.19M
States Net Profit Margin in Year 1 is -8.51%
States Net Profit Margin in Year 3 is -1.96%
States Net Profit Margin in Year 5 is 0.75%