Raycaster / evalsBack to AI Agents for Healthcare and Senior Living Legal Risk

APEX-Agents · Law

LawWorld433_ANB_04

3/3Pass

APEX-Agents task LawWorld433_ANB_04 in AI Agents for Healthcare and Senior Living Legal Risk. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Healthcare and Senior Living Legal RiskLaw World 433Dual harnessGrader: rubric
task_ea50530a09d5440996d0328aa3fbaa70
Law World 433
make_new_doc
6 models · dual config

Task prompt

What the agent was asked to do

Magnolia Gardens is looking to renew its 2025 coverage through Valiant Assurance Ltd. for 2026, in Texas. Valiant has asked for a list including the number of patients they serve that utilize Medicaid. Does Magnolia Gardens have to provide this information? State your view as a Yes or No, with a two-sentence explanation. Put it in a NEW documents document for me.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual3/3Pass
fireworks models Kimi K2dual2/3Fail
Gemini 3.1 Produal2/3Fail
GPT-5.4dual0/3Fail
GPT-5.4 minidual1/3Fail
GPT-5.4 nanodual2/3Fail

Grading rubric

Criteria and grader verdict (showcase run)

  1. States that for purposes of writing professional liability insurance for healthcare providers, an insurance company may not consider the extent to which a health care provider provides services to individuals who are recipients of Medicaid

    Pass

    Evidence: In `/root/workspace/Magnolia Gardens Medicaid Disclosure View.docx`, the explanation states Texas Insurance Code Chapter 1901 "prohibits an insurer, when writing professional liability insurance, from considering whether or the extent to which the provider serves Medicaid recipients." Assessment: This satisfies the criterion that it states an insurance company may not consider the extent to which a health care provider provides services to Medicaid recipients for professional liability insurance.

  2. States that for purposes of Title 10 §1901 of the Texas Insurance Code, an assisted living facility is considered a medical provider

    Pass

    Evidence: The document states: "Texas Insurance Code Chapter 1901 treats an assisted living facility as a health care provider." Assessment: Although it says "health care provider" rather than "medical provider," this directly conveys that an assisted living facility is within the provider category for Chapter 1901/Title 10 purposes, so the criterion is met.

  3. States “No”, Magnolia Gardens does not have to provide documentation on its number of Medicaid patients to its insurer

    Pass

    Evidence: The document begins its answer with "No." and explains that because Valiant is requesting the Medicaid-utilization patient list/number for renewal, "Magnolia Gardens should not have to provide it for underwriting." Assessment: This meets the criterion to state “No” and that Magnolia Gardens does not have to provide documentation on its number of Medicaid patients to its insurer.