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APEX-Agents · Investment Banking

World226_SK_Task03

2/2Pass

APEX-Agents task World226_SK_Task03 in AI Agents for Take-Private Analysis. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Take-Private AnalysisInvestment Banking World 226Dual harnessGrader: rubric
task_9c300623b46a4b09b40f4976208bf8af
Investment Banking World 226
message_in_console
4 models · dual config

Task prompt

What the agent was asked to do

Calculate the sponsor equity value and IRR for FY2030, then report the sponsor equity value in US dollars as a reply. Round $ to the nearest million and report the IRR % to one decimal place. 1. Reference the "Copy of LBO" tab in the LBO model for interim calculations. 2. Develop one scenario with the following specifications: -- Increase the Cash to $600 from $500 and the Minimum Cash to $100 from $50 -- Decrease the Exit Multiple from 18.0x to 15.0x -- Increase the “Secured term loan - USD tranche” leverage from 6.0x to 7.0x LTM EBITDA -- Remove the annual mandatory amortization of the "Secured term loan – USD tranche" -- Set the interest income rate assumption to 7.5% for each forecast year from FY2026 through FY2030

Published trajectories

Agent runs on this task

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

ModelHarnessScoreResultLinks
GPT-5.5showcasedual2/2Pass
Gemini 3.1 Produal2/2Pass
GPT-5.4 minidual0/2Fail
GPT-5.4 nanodual0/2Fail

Grading rubric

Criteria and grader verdict (showcase run)

  1. States Sponsor Equity Value in FY2030 is $12,736

    Pass

    Evidence: TEXT_RESPONSE says, “FY2030 sponsor equity value: $12,736 million ($12.736 billion).” Assessment: The criterion requires stating Sponsor Equity Value in FY2030 is $12,736; pass because the response states exactly $12,736 million.

  2. States IRR in FY2030 is 9.3%

    Pass

    Evidence: TEXT_RESPONSE says, “FY2030 sponsor IRR: 9.3%.” Assessment: The criterion requires stating IRR in FY2030 is 9.3%; pass because the response states exactly 9.3%.