APEX-Agents · Investment Banking
World244_OS_Task03
APEX-Agents task World244_OS_Task03 in AI Agents for M&A Legal Due Diligence. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.
Task prompt
What the agent was asked to do
Referencing the KSchool DCF, how much does the company need to increase or decrease 2023's earnings to have it's P/E ratio in 2023 equal to the sector average for communication services as of 1/1/2026. Assume P/E is calculated using its implied share price from the DCF model. Return a short reply with the dollar amount in millions, rounded to nearest integer.
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-5.5showcase | dual | 0/1 | Fail | Share pagePublic trace |
| Gemini 3.1 Pro | dual | 0/1 | Fail | Share pagePublic trace |
| GPT-5.4 mini | dual | 0/1 | Fail | Share pagePublic trace |
| GPT-5.4 nano | dual | 0/1 | Fail | Share pagePublic trace |
Grading rubric
Criteria and grader verdict (showcase run)
States the company needs to increase earnings by $147 million
FailEvidence: <TEXT_RESPONSE> states, “Increase 2023 earnings by $235 million.” Assessment: The criterion requires stating the company needs to increase earnings by $147 million. The response gives a different amount ($235 million), so it fails.