APEX-Agents · Management Consulting

World135_SF_Task03

5/5Pass

APEX-Agents task World135_SF_Task03 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 135Dual harnessGrader: rubric

Task IDtask_a30290ac68fb47128b1917d3fc226aba

WorldManagement Consulting World 135

Expected outputmake_new_doc

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Prepare a memo which identifies the delta (in basis points) between McKinsey (June State of Fashion report) and Lumea's (final market sizing model) 2030 projections for Global beauty sales by channel %. Match channels between Lumea and McKinsey's projections as follows: - Online_marketplace = Ecommerce - Mass_retail = Grocery / Big Box - Specialty_retail = Specialty / Mono Brands - Pharmacy = Drugstores / Pharmacy - Department_store = Department Stores Respond the information in a new Document docx. Give final answers rounded to the nearest whole number.

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	5/5	Pass	Share page Public trace
Gemini 3.1 Pro	dual	5/5	Pass	Share page Public trace
GPT-5.4	dual	5/5	Pass	Share page Public trace
GPT-5.4 mini	dual	5/5	Pass	Share page Public trace
GPT-5.4 nano	dual	5/5	Pass	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States that the basis point difference for the Online_marketplace - Ecommerce category is -1604
Pass
Evidence: In /root/workspace/McKinsey_Lumea_2030_Channel_Delta_Memo.docx, the table lists “Online_marketplace” matched to “Ecommerce” with “Delta (bps)” of “-1,604”; the underlying source values table also shows “Online_marketplace / Ecommerce ... -1,604.” Assessment: Criterion requires stating the basis point difference for Online_marketplace - Ecommerce is -1604; pass.
States that the basis point difference for the Mass_retail - Grocery / Big Box category is 859
Pass
Evidence: In /root/workspace/McKinsey_Lumea_2030_Channel_Delta_Memo.docx, the 2030 channel projection delta table lists “Mass_retail” matched to “Grocery / Big Box” with “Delta (bps)” of “+859”; the underlying source values table repeats “Mass_retail / Grocery / Big Box ... +859.” Assessment: Criterion requires stating the basis point difference is 859; pass.
States that the basis point difference for the Specialty_retail - Specialty / Mono Brands is 603
Pass
Evidence: In /root/workspace/McKinsey_Lumea_2030_Channel_Delta_Memo.docx, the table lists “Specialty_retail” matched to “Specialty / Mono Brands” with “Delta (bps)” of “+603”; the underlying source values table also says “Specialty_retail / Specialty / Mono Brands ... +603.” Assessment: Criterion requires stating the basis point difference is 603; pass.
States that the basis point difference for the Pharmacy - Drugstores / Pharmacy is 380
Pass
Evidence: In /root/workspace/McKinsey_Lumea_2030_Channel_Delta_Memo.docx, the projection delta table lists “Pharmacy” matched to “Drugstores / Pharmacy” with “Delta (bps)” of “+380”; the underlying source values table repeats “Pharmacy / Drugstores / Pharmacy ... +380.” Assessment: Criterion requires stating the basis point difference is 380; pass.
States that the basis point difference for the Department_store - Department Stores is 207
Pass
Evidence: In /root/workspace/McKinsey_Lumea_2030_Channel_Delta_Memo.docx, the projection delta table lists “Department_store” matched to “Department Stores” with “Delta (bps)” of “+207”; the underlying source values table also says “Department_store / Department Stores ... +207.” Assessment: Criterion requires stating the basis point difference is 207; pass.