Raycaster/ Eval

APEX-Agents · Law

Law433_mk_02

Best published6/7Fail

APEX-Agents task Law433_mk_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_3742720383624ce58ef4d751f8836392
Law World 433
edit_existing_doc
7 models · dual config

Task prompt

What the agent was asked to do

Can you edit the existing Grove Residency Agreement for Thomas Whitaker to make a revised residency agreement template that we can use for new residents. Please also update/add to the last sentence of the paragraph J in section IV of the agreement based on the 2025 Grove internal operations manual. Thanks.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.4dual6/7Fail
fireworks models Kimi K2dual5/7Fail
Gemini 3 Flashdual5/7Fail
GPT-5.4 nanodual5/7Fail
GPT-5.5dual5/7Fail
GPT-5.4 minidual4/7Fail
Gemini 3.1 Produal3/7Fail

Grading rubric

Rubric criteria

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

  1. Removes any reference to "Thomas Whitaker"

  2. Removes any reference to "Unit Number 111"

  3. Removes any reference to the date August 1, 2023

  4. States all of the following: (1) that the target resident-to-staff ratio is 12:1 and (2) that temporary changes in the staff-to-resident ratio of up to 15:1 is permitted

  5. States all of the following: (1) that individualized care plan assessments are performed every six months and (2) that individualized care plan assessments are performed as staffing allows

  6. States all of the following individuals may count to the overall coverage ratios if assisting with non-medical support tasks in the revised residency agreement: (i) volunteers at the residency, (ii) interns or other such individuals at the residency through an internship, apprenticeship or other such program, and (iii) family visitors of a resident

  7. States that residents categorized as “Stable” may defer reassessment of their individualized care plan for up to twelve (12) months with administrative approval