APEX-Agents · Management Consulting
World 134 Nancy Task 05
APEX-Agents task World 134 Nancy Task 05 in AI Agents for Tax Due Diligence. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
Assume a scenario where CompliSure can achieve best-in-class R&D rates (low) and gross margin rates based on 2024 competitor benchmarks for years 2025 through 2030, if best-in-class is better than the existing forecast. Recalculate CompliSure's Net Income for 2025-2030. Round final answers to the nearest thousand. - Assume Depreciation & Amortization remains the same value - Income Tax Expense remains the same % of Pre-Tax Income - And all other costs remain the same as a percentage of revenue - Use the financials from 2016 to 2025 and the 5 year forecast for your calculations. Reply back to me the values.
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 | 6/6 | Pass | 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 nano | 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 recalculated 2025 net income is $7,650,000
States that the recalculated 2026 net income is $8,497,000
States that the recalculated 2027 net income is $9,426,000
States that the recalculated 2028 net income is $10,441,000
States that the recalculated 2029 net income is $11,546,000
States that the recalculated 2030 net income is $12,747,000