Raycaster/ Eval

APEX-Agents

gpt-5.4-mini on World 420 LB_05

1/2Fail
Domain
Law
Category
AI Agents for FDA and Pharma Promotional Compliance
Harness
dual

Grader rubric

Criteria verdict

  1. States that it would not be accurate to incorporate the definition of misbranding from the Livyra handbook

  2. States that it would not be accurate to incorporate the language from section 2.3 of the Livyra handbook

Prompt excerpt

Task context

For purposes of a training presentation for sales representatives giving background on what off-label promotion is and its legal status, please indicate whether it would be accurate to incorporate the following items from Livyra_handbook.pdf: (1) The definition of "misbranding" (2) The language in section 2.3 Please note that you should not consider the above items inaccurate solely based on being incomplete since additional language will be added for purposes of the training session. Also, there is no need to explain your reasoning; I just need a "would be accurate" or "would not be accurate" answer for each item. Provide your response in a message to the console. Consider the following additional sources: 1. US v Facteau.pdf 2. 21 USC 331.pdf 3. 21 USC 352.pdf

Response trace

Agent response, tools, files, and edits

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Why Eval exists · why Workspace exists

Public evidence and cloud agents are the same harness.

Eval exists so scores are inspectable—tasks, trajectories, artifacts, and rubric verdicts anyone can open.Workspace exists so people can automate real file work with that harness, and so Raycaster never evaluates work it cannot perform.