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APEX-Agents · Management Consulting

World 128_RG_03

6/6Pass

APEX-Agents task World 128_RG_03 in AI Agents for Cross-Border Regulatory Review. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Cross-Border Regulatory ReviewManagement Consulting World 128Dual harnessGrader: rubric
task_e83a3df068a0475ab4c797d503347817
Management Consulting World 128
message_in_console
5 models · dual config

Task prompt

What the agent was asked to do

Can you use the AmensaMech operational data file to provide the total profit for 2025 for each country listed in it? Assume that revenue for each sector-country pair is calculated by multiplying the Total revenue, the revenue weight, the Sector Margin % for the corresponding sector, and the Country correction factor for the corresponding country. Please refer to the Additional information file for the Sector margin and country correction factor. Assume the sector margin and country correction factor will remain constant until 2030. Provide the answers directly here. Round all the final calculations to 3 decimal places, i.e., $0.001B.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual6/6Pass
Gemini 3.1 Produal6/6Pass
GPT-5.4dual6/6Pass
GPT-5.4 minidual6/6Pass
GPT-5.4 nanodual6/6Pass

Grading rubric

Criteria and grader verdict (showcase run)

  1. States that the total 2025 profit for Canada is $0.083B

    Pass

    Evidence: TEXT_RESPONSE table lists “Canada | $0.083B.” Assessment: Criterion requires stating total 2025 profit for Canada is $0.083B; pass because the response states exactly that value.

  2. States that the total 2025 profit for Germany is $0.160B

    Pass

    Evidence: TEXT_RESPONSE table lists “Germany | $0.160B.” Assessment: Criterion requires stating total 2025 profit for Germany is $0.160B; pass because the response states exactly that value.

  3. States that the total 2025 profit for Japan is $0.089B

    Pass

    Evidence: TEXT_RESPONSE table lists “Japan | $0.089B.” Assessment: Criterion requires stating total 2025 profit for Japan is $0.089B; pass because the response states exactly that value.

  4. States that the total 2025 profit for South Korea is $0.207B

    Pass

    Evidence: TEXT_RESPONSE table lists “South Korea | $0.207B.” Assessment: Criterion requires stating total 2025 profit for South Korea is $0.207B; pass because the response states exactly that value.

  5. States that the total 2025 profit for the UK is $0.076B

    Pass

    Evidence: TEXT_RESPONSE table lists “UK | $0.076B.” Assessment: Criterion requires stating total 2025 profit for the UK is $0.076B; pass because the response states exactly that value.

  6. States that the total 2025 profit for the US is $0.132B

    Pass

    Evidence: TEXT_RESPONSE table lists “US | $0.132B.” Assessment: Criterion requires stating total 2025 profit for the US is $0.132B; pass because the response states exactly that value.