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APEX-Agents · Law

World431_amk_02

2/5Fail

APEX-Agents task World431_amk_02 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_76585a8b9eb3423895795c8715f924c7
Law World 431
message_in_console
7 models · dual config

Task prompt

What the agent was asked to do

MGR Real Estate Inc. (the "Lessor") and "AI Automation Group, LLC" (the "Lessee") entered into the final lease agreement on December 5, 2025 (the “Lease”) for 2020 Main Street, Irvine, CA (the "Premises"). On January 8, 2027, Lessee demanded that Lessor replace the Premise's flooring, which had cracked and splintered in many locations. Under the Lease, can Lessor require Lessee to install new flooring at Lessee's expense? Provide me with a yes or no answer right here, and your explanation

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual2/5Fail
fireworks models Kimi K2dual2/5Fail
Gemini 3 Flashdual2/5Fail
Gemini 3.1 Produal2/5Fail
GPT-5.4dual2/5Fail
GPT-5.4 minidual2/5Fail
GPT-5.4 nanodual2/5Fail

Grading rubric

Criteria and grader verdict (showcase run)

  1. States that Lessor cannot require Lessee to replace the floor coverings

    Fail

    Evidence: TEXT_RESPONSE begins, “**Yes.** Under the Lease, Lessor can require Lessee to replace/install new flooring at Lessee’s expense.” Assessment: The criterion requires stating “Lessor cannot require Lessee to replace the floor coverings.” The response states the opposite, so fail.

  2. States that Lessee is obligated to "maintain" the floor coverings

    Pass

    Evidence: TEXT_RESPONSE says Section 6.C requires Lessee to “maintain the Premises” and “expressly includes ‘floor coverings’ among the interior items for which Lessee is responsible.” Assessment: The criterion requires stating Lessee is obligated to “maintain” the floor coverings. This is clearly stated, so pass.

  3. States that Lessee is obligated to pay for "required repairs or replacement."

    Pass

    Evidence: TEXT_RESPONSE quotes, “If Lessee fails to promptly make required repairs or replacements... Lessee shall repay the cost thereof...” Assessment: The criterion requires stating Lessee is obligated to pay for “required repairs or replacement.” The response conveys that Lessee must repay/pay those costs, so pass.

  4. States that replacement of the floor coverings is not explicitly "required" by the Lease

    Fail

    Evidence: TEXT_RESPONSE says Lessor can require replacement “assuming the cracked and splintered flooring is a required repair or replacement” and concludes “Lessor may require Lessee to do so at Lessee’s expense.” Assessment: The criterion requires stating replacement of floor coverings is not explicitly “required” by the Lease. The response does not state this; it treats replacement as potentially/actually required. Fail.

  5. States that the Lessor is prohibited from implying replacement obligation into the language of the Lease

    Fail

    Evidence: TEXT_RESPONSE concludes, “the better reading is: Lessor does not have to replace the flooring for Lessee; Lessor may require Lessee to do so at Lessee’s expense.” Assessment: The criterion requires stating Lessor is prohibited from implying a replacement obligation into the Lease language. The response does not mention such a prohibition and reaches the contrary conclusion. Fail.