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APEX-Agents · Management Consulting

World 128 - SF - Task 2

3/3Pass

APEX-Agents task World 128 - SF - Task 2 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_cf6e24d767f24ebda4d962ee34e6a50b
Management Consulting World 128
message_in_console
5 models · dual config

Task prompt

What the agent was asked to do

Based on our market survey knowledge regarding autonomous vehicles, compare their sentiment towards autonomous mobility. Compare two cohorts (18–34-year-olds and 45–64-year-olds) who live in North America, who have annual household incomes of more than $50K and who currently own a vehicle. State which of the two cohorts has the most positive overall sentiment and state their weighted averages. Weight the survey results as follows: - Very Negative: 1 - Negative: 2 - Neutral: 3 - Positive: 4 - Very Positive: 5 Round all calculations to the first decimal place. Print your findings as a reply to me here.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual3/3Pass
Gemini 3.1 Produal3/3Pass
GPT-5.4dual3/3Pass
GPT-5.4 minidual3/3Pass
GPT-5.4 nanodual3/3Pass

Grading rubric

Criteria and grader verdict (showcase run)

  1. States that the weighted average of overall sentiment toward autonomous mobility among the 45-64 year old cohort is 3.1

    Pass

    Evidence: <TEXT_RESPONSE> table lists “45–64-year-olds | 91 | 3.1.” Assessment: The criterion asks whether it states the weighted average for the 45–64 cohort is 3.1; this is explicitly stated. Pass.

  2. States that the cohort with the most positive overall sentiment toward autonomous mobility based on weighted average is 45-64 year olds

    Pass

    Evidence: <TEXT_RESPONSE> says “the 45–64 cohort has the more positive overall sentiment toward autonomous mobility” and “The 45–64 cohort is higher by 0.3 points.” Assessment: The criterion asks whether it identifies 45–64 year olds as the most positive cohort; the response clearly does. Pass.

  3. States that the weighted average of overall sentiment toward autonomous mobility among the 18-34 year old cohort is 2.8

    Pass

    Evidence: <TEXT_RESPONSE> table lists “18–34-year-olds | 89 | 2.8.” Assessment: The criterion asks whether it states the weighted average for the 18–34 cohort is 2.8; this is explicitly stated. Pass.