APEX-Agents · Law
World 420_dds_03
APEX-Agents task World 420_dds_03 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
Prepare an analysis regarding Livyra's Bencontra promotional activities. Take a look at the case file, paying close attention to the email communications as well as the relevant case law, statutes and other legal guidance. Also, use the attached document. Please provide a brief overview of the relevant laws then address whether the company faces potential liability under the law by identifying emails and violations at issue. Output your assessment as a message to me 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 | 5/9 | Fail | Share pagePublic trace |
| fireworks models Kimi K2 | dual | 6/9 | Fail | Share pagePublic trace |
| Gemini 3 Flash | dual | 8/9 | Fail | Share pagePublic trace |
| Gemini 3.1 Pro | dual | 0/9 | Fail | Share pagePublic trace |
| GPT-5.4 | dual | 3/9 | Fail | Share pagePublic trace |
| GPT-5.4 mini | dual | 6/9 | Fail | Share pagePublic trace |
| GPT-5.4 nano | dual | 2/9 | Fail | Share pagePublic trace |
Grading rubric
Criteria and grader verdict (showcase run)
States that the Federal Food, Drug, and Cosmetic Act prohibits introducing misbranded drugs into interstate commerce
FailEvidence: The response states “strongest under FDCA misbranding/off-label promotion” and discusses “manufacturer promotion can create misbranding risk,” but does not state that the FDCA prohibits introducing misbranded drugs into interstate commerce. Assessment: The criterion requires that specific prohibition; the response addresses misbranding generally but omits the interstate-commerce prohibition, so it fails.
States that the Anti-Kickback Statute prohibits offering remuneration with the intent of inducing a healthcare business that is reimbursed by a federal healthcare program
PassEvidence: The response says the AKS “prohibits offering or paying remuneration to induce federally reimbursable healthcare business,” including items “for which payment may be made in whole or in part under a Federal health care program.” Assessment: This directly states that the AKS prohibits offering remuneration with intent to induce healthcare business reimbursed by a federal healthcare program. Pass.
States that a payment to a healthcare provider with the intent to induce prescriptions violates the Anti-Kickback Statute, even if a legitimate business purpose for that payment also exists
PassEvidence: For Nguyen, the response states: “Under the ‘one purpose’ standard, a stated educational purpose does not eliminate AKS risk if one purpose was to reward or induce prescriptions.” Assessment: This clearly conveys that intent to induce prescriptions violates the AKS even if another legitimate business purpose exists. Pass.
States that a company cannot knowingly promote a drug for an off-label use
PassEvidence: The response states “off-label prescribing by physicians is generally permissible, but manufacturer promotion can create misbranding risk” and identifies “FDCA misbranding/off-label promotion” exposure. Assessment: Although phrased as “risk” and with First Amendment caveats, it clearly conveys that manufacturer off-label promotion is legally prohibited/actionable when knowing/promotional; pass.
States that the August 9, 2021 email demonstrates a violation of the Anti-Kickback Statute
FailEvidence: The response discusses Ashley Moreno emails dated “4_6_21” and “4_7_21,” Carla May 12, 2022, Deepak September 15, 2022, and Ethan January 9, 2023. It does not mention an August 9, 2021 email or state that such email demonstrates an AKS violation. Assessment: Criterion specifically requires the August 9, 2021 email; not met.
States that the May 12, 2022 email demonstrates a violation of the Anti-Kickback Statute
PassEvidence: The response states Carla’s May 12, 2022 email is “the most explicit,” quotes “in return, you’d receive a monthly consulting fee,” and calls it “a straight pay-for-prescribe scheme” and “highly damaging AKS evidence.” Assessment: This states the May 12, 2022 email demonstrates an AKS violation. Pass.
States that the May 12, 2022 email demonstrates a violation of the False Claims Act
FailEvidence: For the May 12, 2022 email, the response says it is AKS evidence and “supports intent to drive off-label pediatric ADHD use,” but elsewhere qualifies FCA exposure as “would depend on proof” and “plausible but proof-dependent,” with no actual federal claims shown. Assessment: The criterion requires stating the May 12, 2022 email demonstrates an FCA violation; the response does not, and in fact qualifies FCA proof as missing. Fail.
States that the January 9, 2023 email demonstrates a violation of the Anti-Kickback Statute
PassEvidence: The response says Ethan’s January 9, 2023 email invited Dr. Nguyen to an all-expenses-paid Miami roundtable and that this is “substantial AKS risk” involving benefits offered to a clinician selected because of off-label prescribing. Assessment: This sufficiently states the January 9, 2023 email demonstrates an AKS violation/risk. Pass.
States that the September 15, 2023 email demonstrates a violation of the Anti-Kickback Statute
FailEvidence: The response discusses “Deepak Singh email to Monica Gupta_ 9_15_22” and says it implicates AKS risk. It does not mention a September 15, 2023 email. Assessment: Criterion specifically requires the September 15, 2023 email demonstrating an AKS violation; the response identifies a different year/date, so it fails.