APEX-Agents · Management Consulting

Task_128_PJ_03

4/4Pass

APEX-Agents task Task_128_PJ_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 IDtask_325ea354d3044915864b0d861ce02f2d

WorldManagement Consulting World 128

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Let's do an analysis and find out what capacity of solar systems will be required in the Emerging Market 1 (EM 1) in the next year (in kW). We should also find out what the split of this demand will be between Urban, Semi Urban, and Rural regions in percentage terms. For the analysis, please use the Solar EM1 user survey and responses. Let's assume all the users who don't have a solar system installed currently but are very likely to install one in the next 12 months will end up purchasing a solar system, and all other users will not purchase in the next 12-month window. We should also assume that the required capacity will be equal to the average of the capacity range they intend to install, and a capacity of 0kW for users who have mentioned <1KW or 'not sure'. For users who mentioned >10kW, let's take the average capacity of 15kW. Total population in terms of user type and location is captured in the demographics file. Round capacity to the nearest integer (kW) and percentages to two decimal places. Share what you find as a message to me here.

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 total solar capacity required in EM1 in the next one year is 1,445,591 kW
Pass
Evidence: <TEXT_RESPONSE> states “I estimate **1,445,591 kW** of new solar system capacity will be required in EM1 over the next 12 months.” Assessment: Criterion asks whether it states total capacity is 1,445,591 kW; pass because the exact value is provided.
States that the percentage of EM1's total solar capacity demand from the rural region is 42.12%
Pass
Evidence: The response table lists “Rural | 42.12%.” Assessment: Criterion asks whether it states rural region share is 42.12%; pass because the exact percentage is stated.
States that the percentage of EM1's total solar capacity demand from the semi-urban region is 36.16%
Pass
Evidence: The response table lists “Semi Urban | 36.16%.” Assessment: Criterion asks whether it states semi-urban region share is 36.16%; pass because the exact percentage is stated.
States that the percentage of EM1's total solar capacity demand from the urban region is 21.72%
Pass
Evidence: The response table lists “Urban | 21.72%.” Assessment: Criterion asks whether it states urban region share is 21.72%; pass because the exact percentage is stated.