APEX-Agents · Law
Task p5y453db
APEX-Agents task Task p5y453db in AI Agents for FDA and Pharma Promotional Compliance. Compare dual-harness agent runs across models, scores, and public traces.
Task prompt
What the agent was asked to do
Livyra has scrapped the "Focus on What Matters" campaign. They intend to replace it with a new campaign advertising to the general population which states normal approved audio messages based on depression treatment in adults but is supplemented with images of happy children hugging their parents. Looking at the guidance from the FDA, "Guidance from FDA on Unapproved Uses.pdf", as well as case law such as US v. Caronia, "US v. Caronia, 703 F. 3d 149 - Court of Appeals, 2nd Circuit 2012.pdf", will Livyra be in violation of FDA regulations regarding off-label marketing?
Published trajectories
Agent runs on this task
Curated dual-harness runs (parsed + original sandbox). Best scored run per model.
| Model | Harness | Score | Result | Links |
|---|---|---|---|---|
| Gemini 3.1 Pro | dual | 1/1 | Pass | Run detailsPublic trace |
| fireworks models Kimi K2 | dual | 0/1 | Fail | Run detailsPublic trace |
| GPT-5.4 | dual | 0/1 | Fail | Run detailsPublic trace |
| GPT-5.4 mini | dual | 0/1 | Fail | Run detailsPublic trace |
| GPT-5.4 nano | dual | 0/1 | Fail | Run detailsPublic trace |
| GPT-5.5 | dual | 0/1 | Fail | Run detailsPublic trace |
Grading rubric
Rubric criteria
Runs are graded against these criteria. Open a run for model-specific verdicts.
States that Livyra's proposed campaign does not violate the FDA guidelines on communications with medical professionals