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APEX-Agents · Management Consulting

Task_128_PJ_01

1/2Fail

APEX-Agents task Task_128_PJ_01 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 IDtask_97114bb430104d6e9ea1ea24c0e23dc6
WorldManagement Consulting World 128
Expected outputmessage_in_console
Published runs5 models · dual config

Task prompt

What the agent was asked to do

We have conducted surveys across 3 emerging markets - EM 1, EM 2, and EM 3 to establish market potential for solar systems. 1) Based on the survey-related documents for EM1, report the percentage of small businesses that don't use solar systems in EM1 2) There were errors in the responses we received for EM1. The agency has shared an updated responses sheet that captures the correct responses for users where there was an error. Keep the original information in case the cell is blank. Also, there might be new users in this sheet. Add those users to the original file. What percentage of small businesses don't use solar systems in EM1 after accounting for this new information? Return your answers as a message here. Round all percentage values to two decimal places.

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual1/2FailShare pagePublic trace
Gemini 3.1 Produal1/2FailShare pagePublic trace
GPT-5.4dual1/2FailShare pagePublic trace
GPT-5.4 minidual1/2FailShare pagePublic trace
GPT-5.4 nanodual1/2FailShare pagePublic trace

Grading rubric

Criteria and grader verdict (showcase run)

  1. States that in the original responses, the proportion of small businesses not using solar in EM1 is 59.11%

    Pass

    Evidence: TEXT_RESPONSE states “Original EM1 survey: 59.11% of small businesses don’t use solar systems.” Assessment: The criterion requires stating the original proportion is 59.11%; this is explicitly present, so pass.

  2. States that in the revised responses, the proportion of small businesses not using solar in EM1 is 59.86%

    Fail

    Evidence: TEXT_RESPONSE states “After applying the updated response sheet: 58.13% of small businesses don’t use solar systems.” Assessment: The criterion requires stating the revised proportion is 59.86%; the response gives 58.13% instead, so fail.