Raycaster/ Eval

APEX-Agents · Law

World431_JS_04

Best published5/5Pass

APEX-Agents task World431_JS_04 in AI Agents for Real Estate Lease Review. Compare dual-harness agent runs across models, scores, and public traces.

AI Agents for Real Estate Lease ReviewLaw World 431Dual harnessGrader: rubric
task_78b12b856287427d86e75dadc6ffa465
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") is leasing 2020 MAIN STREET, IRVINE, CA (The "Premises") to AI AUTOMATION GROUP, LLC (The "Lessee"). The Lessee asked their lawyers to identify provisions that are illegal or unenforceable under California law. Can you list any illegal or unenforceable provisions in Sections 5-8 of the lease agreement. Write back to me in here with your findings.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
Gemini 3 Flashdual5/5Pass
Gemini 3.1 Produal1/5Fail
fireworks models Kimi K2dual0/5Fail
GPT-5.4dual0/5Fail
GPT-5.4 minidual0/5Fail
GPT-5.4 nanodual0/5Fail
GPT-5.5dual0/5Fail

Grading rubric

Rubric criteria

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

  1. States that in the "Entry for Repairs and Inspection" clausee, California Civil Code §1954 requires reasonable notice for non-emergency entries

  2. States that in the "Entry for Repairs and Inspection" clause, California Civil Code § 1668 prohibits waiving any remedies arising from the Lessor’s own negligence

  3. States that in the "Indemnification" section, California Civil Code § 1668 disallows the release of all leasor liability to the extent it covers the leasor's own negligence

  4. States that California Civil Code Civil 1654 requires that the contradictory "sole and absolute discretion" and ""may not be unreasonably withheld" standards in the Assignment and Subletting section be interpreted against the party who drafted the contract

  5. States that in the Assignment and Subletting section's Consent Required clause, the "sole and absolute discretion" standard for landlord's consent will be unenforceable per California Civil Code Civil 1654