Raycaster/ Eval

APEX-Agents · Law

Law 433_AC_02

Best published5/10Fail

APEX-Agents task Law 433_AC_02 in AI Agents for Healthcare and Senior Living Legal Risk. Compare dual-harness agent runs across models, scores, and public traces.

AI Agents for Healthcare and Senior Living Legal RiskLaw World 433Dual harnessGrader: rubric
task_1d7f4e0be1274b069ad86be4ed813c46
Law World 433
message_in_console
7 models · dual config

Task prompt

What the agent was asked to do

Please review Grove’s 2023 and 2025 operations manuals. Let me know if there are any changes in the 2025 manual that may present issues for Grove’s regulatory compliance. For any regulatory issues identified, tell me what changed in the 2025 manual and why it presents an issue. Reply back just with one or two sentences please.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.4 minidual5/10Fail
GPT-5.5dual4/10Fail
fireworks models Kimi K2dual3/10Fail
GPT-5.4 nanodual3/10Fail
Gemini 3 Flashdual2/10Fail
GPT-5.4dual2/10Fail
Gemini 3.1 Produal0/10Fail

Grading rubric

Rubric criteria

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

  1. States that the Resident Rights and Dignity section was removed from the 2025 manual

  2. States that the 2025 manual may violate the regulatory requirement for Grove to advise residents of their rights

  3. States that the 2025 manual only requires a registered nurse to be on-call at night

  4. States that the 2025 manual may violate the regulatory requirement for Grove to staff registered nurses on-site to conduct overnight duties

  5. States that the 2025 manual removed dietician approval for meals offered to residents

  6. States that the 2025 manual may violate the regulatory requirement for Grove to maintain quality control over dietary services

  7. States that the 2025 manual allows for non-urgent complaints to be acknowledged within 14 days

  8. States that the 2025 manual may violate the regulatory requirement for Grove to respond promptly to complaints

  9. States that the Emergency Preparedness section was removed in the 2025 manual

  10. States that 2025 manual may violate the regulatory requirement for Grove to develop and maintain a written emergency preparedness and response plan