Raycaster/ Eval

APEX-Agents · Law

LawWorld417_NE_06

Best published4/6Fail

APEX-Agents task LawWorld417_NE_06 in AI Agents for Employment Law Analysis. Compare dual-harness agent runs across models, scores, and public traces.

AI Agents for Employment Law AnalysisLaw World 417Dual harnessGrader: rubric
task_76c43bb44ab54ab8b42269303dedf83a
Law World 417
message_in_console
7 models · dual config

Task prompt

What the agent was asked to do

We will layoff our Head of Production Sarah Rodriguez as part of the upcoming merger. Please review Section IV of Sarah's layoff and WARN Notice and let me know if the language violates WARN. Answer to me right back here.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
fireworks models Kimi K2dual4/6Fail
Gemini 3 Flashdual4/6Fail
GPT-5.4dual4/6Fail
Gemini 3.1 Produal3/6Fail
GPT-5.4 nanodual2/6Fail
GPT-5.4 minidual1/6Fail
GPT-5.5dual1/6Fail

Grading rubric

Rubric criteria

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

  1. States that the language in Section IV presents issues regarding potential remedies

  2. States that the attempt to use a pre-existing contractual obligation to offset potential WARN Act penalties is problematic

  3. States that the WARN Act (29 U.S.C. § 2104(a)(2)) allows offsets only for voluntary and unconditional payments not required by a pre-existing legal obligation

  4. States that because the notice specifies severance "as outlined in your employment agreement," it is a pre-existing obligation

  5. States that an employer cannot unilaterally terminate health care continuation rights based solely on internal restructuring

  6. States that the health coverage statement which says health care continues "unless changes in plan eligibility occur earlier as a result of restructuring" could misrepresent employees' rights