APEX-Agents · Management Consulting

World135_KS_Task 3

7/7Pass

APEX-Agents task World135_KS_Task 3 in AI Agents for Hospitality Loyalty Strategy. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Hospitality Loyalty StrategyManagement Consulting World 135Dual harnessGrader: rubric

Task IDtask_b039d9d896d546e8a9ab788a5a3a442f

WorldManagement Consulting World 135

Expected outputmake_new_doc

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Use the State of Fashion Beauty report for June 2025 to identify which 3 countries have the most customer engagement in live social media shopping events, measured by the percentage of customers who have ever attended a beauty live shopping show. Calculate the percentage of customers who have ever engaged in live shopping shows in these 3 countries, and then state the percentage of customers who have ever engaged in live shopping shows in the US. Round answers to the nearest whole percent and do not round any intermediate calculations Respond with your findings in a new document that you create.

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	7/7	Pass	Share page Public trace
Gemini 3.1 Pro	dual	7/7	Pass	Share page Public trace
GPT-5.4	dual	7/7	Pass	Share page Public trace
GPT-5.4 mini	dual	7/7	Pass	Share page Public trace
GPT-5.4 nano	dual	7/7	Pass	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States one the 3 countries with the most engagement in live social media shopping events measured by the percentage of customers who have ever attended a beauty live shopping show is China
Pass
Evidence: /root/workspace/Live_Shopping_Engagement_Findings.docx states, “The three countries with the highest... are China (64%), India (50%), and Korea (38%)” and table rank 1 “China.” Assessment: Criterion requires stating China is one of the top 3; pass.
States one the 3 countries with the most engagement in live social media shopping events measured by the percentage of customers who have ever attended a beauty live shopping show is India
Pass
Evidence: /root/workspace/Live_Shopping_Engagement_Findings.docx summary lists “China (64%), India (50%), and Korea (38%)”; table rank 2 is “India.” Assessment: Criterion requires stating India is one of the top 3; pass.
States one the 3 countries with the most engagement in live social media shopping events measured by the percentage of customers who have ever attended a beauty live shopping show is Korea
Pass
Evidence: /root/workspace/Live_Shopping_Engagement_Findings.docx summary lists “China (64%), India (50%), and Korea (38%)”; table rank 3 is “Korea.” Assessment: Criterion requires stating Korea is one of the top 3; pass.
States the total percentage of customers who have ever engaged in live shopping shows in China is 64%
Pass
Evidence: /root/workspace/Live_Shopping_Engagement_Findings.docx summary says “China (64%)”; table shows China ever attended “64%.” Assessment: Criterion requires China total percentage is 64%; pass.
States the total percentage of customers who have ever engaged in live shopping shows in India is 50%
Pass
Evidence: /root/workspace/Live_Shopping_Engagement_Findings.docx summary says “India (50%)”; table shows India ever attended “50%.” Assessment: Criterion requires India total percentage is 50%; pass.
States the total percentage of customers who have ever engaged in live shopping shows in Korea is 38%
Pass
Evidence: /root/workspace/Live_Shopping_Engagement_Findings.docx summary says “Korea (38%)”; table shows Korea ever attended “38%.” Assessment: Criterion requires Korea total percentage is 38%; pass.
States the total percentage of customers who have ever engaged in live shopping shows in US is 22%
Pass
Evidence: /root/workspace/Live_Shopping_Engagement_Findings.docx summary states “the US is 22%”; table row “US” shows ever attended “22%.” Assessment: Criterion requires US total percentage is 22%; pass.