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APEX-Agents · Management Consulting

World 127 TJ Task 1.0

0/6Fail

APEX-Agents task World 127 TJ Task 1.0 in AI Agents for Automotive EV Transition Strategy. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Automotive EV Transition StrategyManagement Consulting World 127Dual harnessGrader: rubric
Task IDtask_ed417907f78a4277ade5e6e7b1b564c4
WorldManagement Consulting World 127
Expected outputmessage_in_console
Published runs5 models · dual config

Task prompt

What the agent was asked to do

Let's see how a 5% increase in COGS for all hybrid components affects overall gross profit results. Based on the client's request, we should recalculate the total 5-year COGS (€) and gross profit (€) for each of the three scenarios: retain, transition and exit. Report the updated numbers with the full dollars and cents. Print your reply as a message here.

Published trajectories

Agent runs on this task

Curated dual-harness runs (parsed + original sandbox). Best scored run per model.

ModelHarnessScoreResultLinks
GPT-5.5showcasedual0/6FailShare pagePublic trace
Gemini 3.1 Produal0/6FailShare pagePublic trace
GPT-5.4dual0/6FailShare pagePublic trace
GPT-5.4 minidual0/6FailShare pagePublic trace
GPT-5.4 nanodual1/6FailShare pagePublic trace

Grading rubric

Criteria and grader verdict (showcase run)

  1. States that the total 5-year adjusted COGS after the 5% increase for the exit scenario is €225,829,067,959.23

    Fail

    Evidence: TEXT_RESPONSE table lists Exit updated total 5-year COGS as “€227,736,743,716.68.” Assessment: Criterion requires stating “€225,829,067,959.23”; the stated value does not match, so fail.

  2. States that the total 5-year adjusted COGS after the 5% increase for the retain scenario is €205,730,590,441.56

    Fail

    Evidence: TEXT_RESPONSE table lists Retain updated total 5-year COGS as “€208,174,918,256.80.” Assessment: Criterion requires stating “€205,730,590,441.56”; the stated value does not match, so fail.

  3. States that the total 5-year adjusted COGS after the 5% increase for the transition scenario is €247,019,312,433.78

    Fail

    Evidence: TEXT_RESPONSE table lists Transition updated total 5-year COGS as “€249,997,864,474.72.” Assessment: Criterion requires stating “€247,019,312,433.78”; the stated value does not match, so fail.

  4. States that the total 5-year updated gross profit for the exit scenario is €64,673,861,500.29

    Fail

    Evidence: TEXT_RESPONSE table lists Exit updated total 5-year gross profit as “€65,308,755,228.85.” Assessment: Criterion requires stating “€64,673,861,500.29”; the stated value does not match, so fail.

  5. States that the total 5-year updated gross profit for the retain scenario is €57,187,111,495.24

    Fail

    Evidence: TEXT_RESPONSE table lists Retain updated total 5-year gross profit as “€57,995,153,185.16.” Assessment: Criterion requires stating “€57,187,111,495.24”; the stated value does not match, so fail.

  6. States that the total 5-year updated gross profit for the transition scenario is €68,899,459,617.74

    Fail

    Evidence: TEXT_RESPONSE table lists Transition updated total 5-year gross profit as “€69,884,104,225.58.” Assessment: Criterion requires stating “€68,899,459,617.74”; the stated value does not match, so fail.