APEX-Agents · Investment Banking
World228_JP_05
APEX-Agents task World228_JP_05 in AI Agents for FDA and Pharma Promotional Compliance. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.
Task prompt
What the agent was asked to do
ATR is expecting to write down the goodwill related to Pharma to zero following the merger with GXI. Referring to the 2024 ATR 10K calculate the new total ending Goodwill under this write down scenario and output the number. Round it to the nearest thousand dollars. Tell me the information that I want in here.
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 | 1/1 | Pass | Share pagePublic trace |
| GPT-5.4 mini | dual | 1/1 | Pass | Share pagePublic trace |
| GPT-5.4 nano | dual | 1/1 | Pass | Share pagePublic trace |
Grading rubric
Criteria and grader verdict (showcase run)
States the total ending Goodwill after the write down is $769,575,000
FailEvidence: TEXT_RESPONSE states “$448,022,000” and calculation “$936,256,000 total ending goodwill - $488,234,000 Aptar Pharma goodwill = $448,022,000.” Assessment: The criterion requires stating the total ending Goodwill after the write down is $769,575,000; the response gives a different amount, so it fails.