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APEX-Agents · Law

Determine Outcome of Shipyard Fire and Delay

3/6Fail

APEX-Agents task Determine Outcome of Shipyard Fire and Delay in AI Agents for US State Privacy Law. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for US State Privacy LawLaw World 418Dual harnessGrader: rubric
task_8ec48c4dfa5e4f06b8bac76409c74d83
Law World 418
message_in_console
6 models · dual config

Task prompt

What the agent was asked to do

Blue Anchor recently sued us (LNG Shipping Inc.) for claims of fraudulent inducement. We filed a motion to compel arbitration after Nakamura experienced a catastrophic fire at its shipyard. The motion cites the Operating Agreement, the Operating Agreement's Addendum, and the Assignment Agreement. I need you to write me a short memo, explaining which state's laws apply, what specific rules of civil procedure will govern the court's ruling, and what the burden of proof is for the non-movant. I've attached some cases that another associate pulled that you should use in preparing the memo. Write your reply with what I want back here.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual3/6Fail
fireworks models Kimi K2dual3/6Fail
Gemini 3.1 Produal1/6Fail
GPT-5.4dual3/6Fail
GPT-5.4 minidual4/6Fail
GPT-5.4 nanodual3/6Fail

Grading rubric

Criteria and grader verdict (showcase run)

  1. States that Blue Anchor's claims arise out of the rights granted by the Assignment Agreement

    Fail

    Evidence: The response says the Assignment Agreement applies “only for disputes arising from that agreement” and that New York law applies only “unless Blue Anchor’s claims are treated as arising under, or seeking rights through, the Assignment Agreement.” Assessment: Criterion asks whether it states Blue Anchor's claims arise out of rights granted by the Assignment Agreement. It does not; it expressly frames that as conditional/uncertain and says Blue Anchor is not a named party. Fail.

  2. States that Blue Anchor's claims are governed by the arbitration clause (or Section 9) of the Assignment Agreement

    Fail

    Evidence: The response says the Assignment Agreement’s arbitration clause covers “disputes arising from that agreement,” but “New York law should not displace Delaware law for the Blue Anchor–LNG Shipping member dispute unless Blue Anchor’s claims are treated as arising under” it. Assessment: Criterion asks whether it states Blue Anchor's claims are governed by the Assignment Agreement arbitration clause/Section 9. The response does not affirm this; it says Delaware law governs the member dispute and Assignment clause only conditionally. Fail.

  3. States that the court will apply Delaware procedural law to Blue Anchor's lawsuit

    Pass

    Evidence: The response states “The procedural rule governing the court’s ruling is Rule 12(b)(1)” and “If the case is in the Court of Chancery, Chancery Rule 12(b)(1) governs… If the case is in Superior Court, Superior Court Civil Rule 12(b)(1) governs.” Assessment: Criterion asks whether it states the court will apply Delaware procedural law to Blue Anchor's lawsuit. Although it does not use that exact phrase, it identifies Delaware court procedural rules (Chancery/Superior Court Rule 12(b)(1)) as governing. Pass.

  4. States that Blue Anchor's claim is governed by the laws of New York

    Fail

    Evidence: The response concludes “Delaware contract law for the Operating Agreement/Addendum arbitration clause, and New York law only to the extent the Assignment Agreement’s separate arbitration clause is actually implicated” and “Delaware law to the member-level arbitration issue… New York law only for Assignment Agreement-specific disputes.” Assessment: Criterion asks whether it states Blue Anchor's claim is governed by New York law. It does not; it says Delaware law should govern Blue Anchor–LNG member dispute, with New York only conditional/limited. Fail.

  5. States that the court’s ruling is governed by rule 12(b)(1) of the Rules of the Court of Chancery of the State of Delaware

    Pass

    Evidence: The response states “The procedural rule governing the court’s ruling is Rule 12(b)(1)” and “If the case is in the Court of Chancery, Chancery Rule 12(b)(1) governs and the court may compel arbitration.” Assessment: Criterion asks whether it states the court’s ruling is governed by rule 12(b)(1) of the Rules of the Court of Chancery of Delaware. The response clearly states Chancery Rule 12(b)(1) governs if in Chancery, which matches the requested procedural rule. Pass.

  6. States that Blue Anchor bears the burden of proof in establishing that the court has subject matter jurisdiction over the dispute

    Pass

    Evidence: The response states “Blue Anchor, as the non-movant resisting arbitration and seeking to keep the case in court, bears the burden to establish subject-matter jurisdiction” and “Blue Anchor bears the burden to prove the court has jurisdiction notwithstanding the arbitration provisions.” Assessment: Criterion asks whether it states Blue Anchor bears the burden of proving subject matter jurisdiction. This is directly stated. Pass.