Raycaster / evalsBack to AI Agents for Real Estate Lease Review

APEX-Agents · Law

World431_DM_03

4/5Fail

APEX-Agents task World431_DM_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_65f3283e76254376bb94f65cc9f14897
Law World 431
message_in_console
7 models · dual config

Task prompt

What the agent was asked to do

Given the information below, is AIAG correct? Print your reply to me here. Give me a Yes/No, and a 1-2 sentence explanation. MGR Real Estate Inc. ("MGR") and "AI Automation Group, LLC" ("AIAG") entered into the final lease agreement on December 12, 2025 for 2020 Main Street, Irvine, CA (the "Building"). Following the Parties’ mutual approval of the Leasehold Improvements and subsequent approval by MGR, the Parties executed an amendment on December 31, 2025 containing the following terms: 1. Tenant shall receive a one-time $50,000 rent reduction on the condition that Tenant will correct any city code violations related to, arising out of, or in connection with the Approved Plans. 2. The terms of this Amendment supersede provisions in the Agreement only to the extent that the terms of this Amendment and the Agreement expressly conflict. MGR and AIAG provided final approval on the Construction Drawings, which involve a full rehab of the top floor, including the installation of skylights, soundproof meeting rooms and phone booths, and demolishing the walls to create an open floor plan. During an inspection by the city in August 2026, the inspector cited the roof as a code violation due to structural safety concerns as the roof’s life expectancy expired on January 1, 2026. To correct the underlying issue, the entire roof will need to be replaced or otherwise repaired. The parties disagree over who should bear the cost for the correction. AIAG claims that Section 6A of the Lease applies and that MGR must cover the cost.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual4/5Fail
fireworks models Kimi K2dual0/5Fail
Gemini 3 Flashdual0/5Fail
Gemini 3.1 Produal0/5Fail
GPT-5.4dual3/5Fail
GPT-5.4 minidual1/5Fail
GPT-5.4 nanodual3/5Fail

Grading rubric

Criteria and grader verdict (showcase run)

  1. States "No", AIAG is not correct to assert that MGR must cover the cost

    Pass

    Evidence: TEXT_RESPONSE begins, “No. The amendment specifically shifts to AIAG...” and says “overrides Section 6A.” Assessment: Criterion requires stating AIAG is not correct that MGR must cover the cost; pass because the response clearly answers No and assigns duty to AIAG.

  2. States that the code violation is related to, arising out of, or in connection with the Approved Plans

    Pass

    Evidence: TEXT_RESPONSE says “the roof issue is connected to those plans because they included roof-impacting skylight work.” Assessment: Criterion requires stating the code violation is related to/arising out of/in connection with Approved Plans; pass because it expressly says the roof issue is connected to the plans.

  3. States the terms of the amendment expressly conflict with section 6A of the lease agreement

    Pass

    Evidence: TEXT_RESPONSE says the amendment “overrides Section 6A to that extent.” Assessment: Criterion requires stating the amendment expressly conflicts with section 6A. The response implies a conflict by saying it overrides Section 6A, but does not explicitly state the terms “expressly conflict.” However, the substance is clearly conveyed; pass under reasonable paraphrase.

  4. States that the amendment supersedes conflicting the lease provisions pursuant to its express terms

    Pass

    Evidence: TEXT_RESPONSE says “that specific later amendment overrides Section 6A to that extent.” Assessment: Criterion requires stating that the amendment supersedes conflicting lease provisions pursuant to its express terms; pass because “overrides Section 6A to that extent” conveys supersession of the conflicting lease provision.

  5. States that the amendment allocates responsibility for code violations connected to the Approved Plans, even if the condition pre-existed

    Fail

    Evidence: TEXT_RESPONSE says the amendment “shifts to AIAG the duty to correct city code violations related to or connected with the Approved Plans,” but also notes the roof issue because of “roof-impacting skylight work.” Assessment: Criterion requires stating the amendment allocates responsibility for connected code violations even if the condition pre-existed. The response does not mention or address the pre-existing roof life expectancy condition; fail.