APEX-Agents · Investment Banking
World219_FF_task2
APEX-Agents task World219_FF_task2 in AI Agents for M&A Legal Due Diligence. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
Using the LBO model calculate FY2025 interest expense and the corresponding FY2025 Adj. EBITDA / Interest Coverage ratio based on the capital structure sized at 4.5x entry gross leverage (Gross Debt / FY2024 Adj. EBITDA). Assume the transaction closes in FY2024 and the sponsor holds the asset through the 2030E exit. Round the dollar values to whole numbers and multiples to one decimal point. Respond here with a short message.
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 mini | dual | 2/2 | Pass | Run detailsPublic trace |
| GPT-5.4 nano | dual | 2/2 | Pass | Run detailsPublic trace |
| GPT-5.5 | dual | 2/2 | Pass | Run detailsPublic trace |
| Gemini 3.1 Pro | dual | 0/2 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States FY2025 Interest Expense is $79 million
States FY2025 Adj. EBITDA / Interest is 3.2x