APEX-Agents · Management Consulting

World 128_RG_05

4/4Pass

APEX-Agents task World 128_RG_05 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_953125d9b5634c68acffd075acf47448

WorldManagement Consulting World 128

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Can you please use the Amensa market matrix and competitor landscape file to provide the capital budget for each business unit for the year 2026, expressed in $B? - Assume a total 2026 capital budget of $1B, to be distributed only among these four units. - The distribution will be based on the BU allocation score, which is the product of Market growth CAGR, TAM, and the Chance of success. - Allocate the capital budget proportionally based on each BU's allocation score relative to the total score across all four units. - Treat CAGR and chances of success as decimals (e.g., 10% -> 0.10), and TAM is in $B. - For market growth and TAM, use the midpoint if the range is provided. For values without a defined range, use the stated value as-is. The chance of success (%) is defined as the simple average of all the operational constraints. Convert each constraint (High, Medium, Low) into its numerical percentage value using the attached chances of success metrics file. Please refer to the Amensa operational constraint heatmap file for operational constraints. Round final answers to three decimal places, i.e., $0.001B. Please write out your answer to me right 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 capital budget for AmensaDrive for the year 2026 is $0.000B
Pass
Evidence: <TEXT_RESPONSE> table lists “AmensaDrive … 2026 capital budget | $0.000B”. Assessment: Criterion asks whether it states AmensaDrive’s 2026 capital budget is $0.000B; pass because the response explicitly states this value.
States that the capital budget for SkyLink Atmos for the year 2026 is $0.004B
Pass
Evidence: <TEXT_RESPONSE> table lists “SkyLink Atmos … 2026 capital budget | $0.004B”. Assessment: Criterion asks whether it states SkyLink Atmos’s 2026 capital budget is $0.004B; pass because the response explicitly states this value.
States that the capital budget for AmensaMech for the year 2026 is $0.202B
Pass
Evidence: <TEXT_RESPONSE> table lists “AmensaMech … 2026 capital budget | $0.202B”. Assessment: Criterion asks whether it states AmensaMech’s 2026 capital budget is $0.202B; pass because the response explicitly states this value.
States that the capital budget for SolisOne for the year 2026 is $0.795B
Pass
Evidence: <TEXT_RESPONSE> table lists “SolisOne … 2026 capital budget | $0.795B”. Assessment: Criterion asks whether it states SolisOne’s 2026 capital budget is $0.795B; pass because the response explicitly states this value.