APEX-Agents · Investment Banking

World227_SK_Task04

Best published1/1Pass

APEX-Agents task World227_SK_Task04 in AI Agents for Infrastructure Finance. Compare dual-harness agent runs across models, scores, and public traces.

AI Agents for Infrastructure FinanceInvestment Banking World 227Dual harnessGrader: rubric

Task IDtask_13a13a4b392745dc8b3d1bbfabe06016

WorldInvestment Banking World 227

Expected outputmessage_in_console

Published runs4 models · dual config

Task prompt

What the agent was asked to do

You have the MFC model. Calculate the Total Debt / EBITDA in FY2030 and report it in multiple, rounded to one decimal place. Print your answer to me here. Reference the "Refinancing (Option A +B)” tab for interim calculations under Option A, Case 1 of the model “toggle.” Develop one scenario with the following specifications: Increase the Refinancing spread from 4.0% to 6.0%. Hold revenue growth constant at 6.0% per year from 2026 to 2030.

Published trajectories

Agent runs on this task

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

Model	Harness	Score	Result	Links
Gemini 3.1 Pro	dual	1/1	Pass	Run details Public trace
GPT-5.4 mini	dual	1/1	Pass	Run details Public trace
GPT-5.4 nano	dual	1/1	Pass	Run details Public trace
GPT-5.5	dual	1/1	Pass	Run details Public trace

Grading rubric

Rubric criteria

Runs are graded against these criteria. Open a run for model-specific verdicts.

States the leverage ratio (Total Debt / EBITDA) in FY2030 is 2.5x