APEX-Agents · Management Consulting

World 128_RG_06

4/4Pass

APEX-Agents task World 128_RG_06 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_be688e67984c42c9bca2df799f50a31a

WorldManagement Consulting World 128

Expected outputmake_new_sheet

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Can you use the Amensa scenario model and provide the revised 2024 operating income for each project after adjusting their R&D spend for the year? Assume all the other variables remain the same. Use the upper value of the solid bar in the 2024 R&D candlestick chart from the attached file as the adjusted R&D spend. Round all final answers to 1 decimal place, i.e., $0.1B. Please provide your answers in a New spreadsheet.

Published trajectories

Agent runs on this task

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

Model	Harness	Score	Result	Links
GPT-5.5showcase	dual	4/4	Pass	Share page Public trace
Gemini 3.1 Pro	dual	4/4	Pass	Share page Public trace
GPT-5.4	dual	4/4	Pass	Share page Public trace
GPT-5.4 mini	dual	4/4	Pass	Share page Public trace
GPT-5.4 nano	dual	4/4	Pass	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States that the revised operating income for AmensaDrive is -$3.3 billion
Pass
Evidence: TEXT_RESPONSE table lists “AmensaDrive | ($3.3B)”. Assessment: Criterion requires states revised operating income for AmensaDrive is -$3.3 billion; pass because the response clearly states ($3.3B).
States that the revised operating income for SkyLink Atmos is -$2.5 billion
Pass
Evidence: TEXT_RESPONSE table lists “SkyLink Atmos | ($2.5B)”. Assessment: Criterion requires states revised operating income for SkyLink Atmos is -$2.5 billion; pass because the response clearly states ($2.5B).
States that the revised operating income for AmensaMech is -$3.6 billion
Pass
Evidence: TEXT_RESPONSE table lists “AmensaMech | ($3.6B)”. Assessment: Criterion requires states revised operating income for AmensaMech is -$3.6 billion; pass because the response clearly states ($3.6B).
States that the revised operating income for SolisOne is -$1.6 billion
Pass
Evidence: TEXT_RESPONSE table lists “SolisOne | ($1.6B)”. Assessment: Criterion requires states revised operating income for SolisOne is -$1.6 billion; pass because the response clearly states ($1.6B).