APEX-Agents · Management Consulting

World 128 - NK - Task 1

1/9Fail

APEX-Agents task World 128 - NK - Task 1 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_11d91f7c17424faa8f89a5a46c47b76f

WorldManagement Consulting World 128

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Let's evaluate the new market intelligence we've received to figure out the RMS for competitors in each city. Tell me how many of these cities AmensaDrive operates in in 2026. Format answers to two decimal points. Provide your response 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	1/9	Fail	Share page Public trace
Gemini 3.1 Pro	dual	6/9	Fail	Share page Public trace
GPT-5.4	dual	1/9	Fail	Share page Public trace
GPT-5.4 mini	dual	1/9	Fail	Share page Public trace
GPT-5.4 nano	dual	1/9	Fail	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States Waymo RMS in Los Angeles is 1.00
Fail
Evidence: <TEXT_RESPONSE> includes a table with only “City | AmensaDrive RMS” and for Los Angeles lists “0.04”; it does not mention Waymo. Assessment: Criterion “States Waymo RMS in Los Angeles is 1.00” is not met because the response does not state Waymo’s Los Angeles RMS.
States Cruise RMS in Los Angeles is 0.75
Fail
Evidence: <TEXT_RESPONSE> includes only AmensaDrive RMS values and does not mention Cruise in Los Angeles. Assessment: Criterion “States Cruise RMS in Los Angeles is 0.75” is not met because the response omits Cruise’s Los Angeles RMS.
States Tesla RMS in Los Angeles is 0.50
Fail
Evidence: <TEXT_RESPONSE> lists “Los Angeles | 0.04” under “AmensaDrive RMS” and does not mention Tesla. Assessment: Criterion “States Tesla RMS in Los Angeles is 0.50” is not met because no Tesla Los Angeles RMS is stated.
States Waymo RMS in San Francisco is 1.00
Fail
Evidence: <TEXT_RESPONSE> lists “San Francisco | 0.12” under “AmensaDrive RMS” and does not mention Waymo. Assessment: Criterion “States Waymo RMS in San Francisco is 1.00” is not met because the response omits Waymo’s San Francisco RMS.
States Cruise RMS in San Francisco is 1.00
Fail
Evidence: <TEXT_RESPONSE> says “San Francisco only” for AmensaDrive operations and lists AmensaDrive RMS, but does not mention Cruise in San Francisco. Assessment: Criterion “States Cruise RMS in San Francisco is 1.00” is not met because Cruise’s San Francisco RMS is not stated.
States Tesla RMS in San Francisco is 0.67
Fail
Evidence: <TEXT_RESPONSE> contains no Tesla row or statement for San Francisco; the only San Francisco RMS shown is “AmensaDrive RMS” of “0.12.” Assessment: Criterion “States Tesla RMS in San Francisco is 0.67” is not met because the response omits Tesla’s San Francisco RMS.
States Waymo RMS in Sacramento is 1.00
Fail
Evidence: <TEXT_RESPONSE> lists “Sacramento | 0.13” under “AmensaDrive RMS” and does not mention Waymo. Assessment: Criterion “States Waymo RMS in Sacramento is 1.00” is not met because Waymo’s Sacramento RMS is not stated.
States Cruise RMS in Sacramento is 0.50
Fail
Evidence: <TEXT_RESPONSE> includes no Cruise value for Sacramento; it only lists AmensaDrive RMS “Sacramento | 0.13.” Assessment: Criterion “States Cruise RMS in Sacramento is 0.50” is not met because Cruise’s Sacramento RMS is omitted.
States that AmensaDrive operates in one out of the three provided cities
Pass
Evidence: <TEXT_RESPONSE> states “AmensaDrive operates in **1.00** of the three 2026 market-intelligence cities — **San Francisco** only.” Assessment: Criterion “States that AmensaDrive operates in one out of the three provided cities” is met clearly and with two-decimal formatting.