APEX-Agents · Investment Banking

World244_OS_Task03

Best published0/1Fail

APEX-Agents task World244_OS_Task03 in AI Agents for M&A Legal Due Diligence. Compare dual-harness agent runs across models, scores, and public traces.

AI Agents for M&A Legal Due DiligenceInvestment Banking World 244Dual harnessGrader: rubric

Task IDtask_39c68b482c08464c8fb06cd5af932cd6

WorldInvestment Banking World 244

Expected outputmessage_in_console

Published runs4 models · dual config

Task prompt

What the agent was asked to do

Referencing the KSchool DCF, how much does the company need to increase or decrease 2023's earnings to have it's P/E ratio in 2023 equal to the sector average for communication services as of 1/1/2026. Assume P/E is calculated using its implied share price from the DCF model. Return a short reply with the dollar amount in millions, rounded to nearest integer.

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	0/1	Fail	Run details Public trace
GPT-5.4 mini	dual	0/1	Fail	Run details Public trace
GPT-5.4 nano	dual	0/1	Fail	Run details Public trace
GPT-5.5	dual	0/1	Fail	Run details Public trace

Grading rubric

Rubric criteria

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

States the company needs to increase earnings by $147 million