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APEX-Agents · Law

World418_AH_01

1/1Pass

APEX-Agents task World418_AH_01 in AI Agents for Joint Venture Legal Structuring. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Joint Venture Legal StructuringLaw World 418Dual harnessGrader: rubric
task_4c76ef32414a490ebdf5a68aac57e6ca
Law World 418
message_in_console
7 models · dual config

Task prompt

What the agent was asked to do

Review the shipbuilding contract ("Contract") and draft assignment agreement for the Contract (the "Assignment"). The Assignment will be used by LNG SHIPPING INC. ("LNG") to assign the Contract to its financial lending institution. Section 3 will be replaced with a set of conditions that the financial lending institution is preparing. The financial institution is also requiring that the Assignment be governed by California law, where it is based. LNG wants to keep the Assignment to a minimal length and complexity. Which sections of the Assignment can be removed without altering the effectiveness of the Assignment or risk allocation? Write me your response here, explaining what you think.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual1/1Pass
fireworks models Kimi K2dual1/1Pass
Gemini 3 Flashdual1/1Pass
Gemini 3.1 Produal1/1Pass
GPT-5.4dual1/1Pass
GPT-5.4 minidual1/1Pass
GPT-5.4 nanodual1/1Pass

Grading rubric

Criteria and grader verdict (showcase run)

  1. States that Section 4 of the Assignment can be removed without affecting the effectiveness of the Assignment or risk allocation

    Pass

    Evidence: The response lists “Section 4 — Builder’s Consent and Acknowledgment, as a full section” under “Sections I would remove or materially collapse,” and states “Builder consent is not a contractual prerequisite for this lender assignment.” Assessment: The criterion asks whether the response states that Section 4 can be removed without affecting effectiveness or risk allocation. Pass, because the response clearly says Section 4 can be removed/collapsed and explains it is unnecessary for effectiveness and potentially inconsistent with the intended risk allocation.