Raycaster/ Eval

APEX-Agents · Law

World420_RO_01

Best published3/3Pass

APEX-Agents task World420_RO_01 in AI Agents for FDA and Pharma Promotional Compliance. Compare dual-harness agent runs across models, scores, and public traces.

AI Agents for FDA and Pharma Promotional ComplianceLaw World 420Dual harnessGrader: rubric
task_bdd8216b4e864b9a81d0b9d7af624497
Law World 420
message_in_console
6 models · dual config

Task prompt

What the agent was asked to do

Livyra wants to market Bencontra using just its name and price. What is the correct type of advertisement Livyra can make, if any, and what conditions must the advertisement meet? Answer in one sentence as a message in console. Use the folder Bencontra Data, the folder Legal Authorities, and "21 CFR Part 202.pdf" in your analysis.

Published trajectories

Agent runs on this task

Curated dual-harness runs (parsed + original sandbox). Best scored run per model.

ModelHarnessScoreResultLinks
GPT-5.4 minidual3/3Pass
GPT-5.4 nanodual3/3Pass
GPT-5.4dual2/3Fail
GPT-5.5dual2/3Fail
fireworks models Kimi K2dual1/3Fail
Gemini 3.1 Produal1/3Fail

Grading rubric

Rubric criteria

Runs are graded against these criteria. Open a run for model-specific verdicts.

  1. States Bencontra has a boxed warning

  2. States Livyra can make a reminder advertisement using only the drug's name and price

  3. States that it must meet all of the conditions contained in 21 CFR 200.200