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APEX-Agents · Law

World431_JS_03

0/2Fail

APEX-Agents task World431_JS_03 in AI Agents for Real Estate Lease Review. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Real Estate Lease ReviewLaw World 431Dual harnessGrader: rubric
task_d7d932117f2141eba5b8b142fa862a6b
Law World 431
message_in_console
6 models · dual config

Task prompt

What the agent was asked to do

AI AUTOMATION GROUP, LLC (The "Lessee") is leasing a portion of 2020 MAIN STREET, IRVINE, CA (The "Premises") from MGR REAL ESTATE INC. (The "Lessor"). As part of its business, the Lessee makes intelligent refrigerators that keep users informed of the refrigerator's contents. The Lessee has installed these refrigerators for various tenants throughout the Lessor's building. One such tenant throws a party where several guests suffer from food poisoning from undercooked food that was stored in one of the Lessee's intelligent refrigerators. Does the lease agreement entitle the Lessor to costs of defense from the Lessee if the Lessor is sued for any of the damages caused by the food poisoning? Provide me with a reply, giving me a yes or no answer and a brief explanation.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual0/2Fail
fireworks models Kimi K2dual2/2Pass
Gemini 3.1 Produal0/2Fail
GPT-5.4dual0/2Fail
GPT-5.4 minidual0/2Fail
GPT-5.4 nanodual0/2Fail

Grading rubric

Criteria and grader verdict (showcase run)

  1. States No, the Lease agreement does not entitle the Lessor to receive costs of defense from the Lessee

    Fail

    Evidence: <TEXT_RESPONSE> begins: “**Yes.** Assuming the lawsuit alleges the injuries arose from or were connected to the Lessee’s intelligent refrigerator, the lease entitles the Lessor to defense costs from the Lessee.” Assessment: Criterion requires “States No, the Lease agreement does not entitle the Lessor to receive costs of defense from the Lessee.” The response states the opposite, so fail.

  2. States that the damages caused by the food poisoning do not fall under the provision of the lease agreement that requires the Lessee to defend the Lessor

    Fail

    Evidence: <TEXT_RESPONSE> says “a food-poisoning claim tied to one of those refrigerators would fall within that defense/indemnity language.” Assessment: Criterion requires stating that the food-poisoning damages do not fall under the lease provision requiring Lessee to defend Lessor. The response states they would fall within that provision, so fail.