APEX-Agents · Management Consulting

World126_EFA_05

Best published0/2Fail

APEX-Agents task World126_EFA_05 in AI Agents for Legal Contract Review. Compare dual-harness agent runs across models, scores, and public traces.

AI Agents for Legal Contract ReviewManagement Consulting World 113.1Dual harnessGrader: rubric

Task IDtask_7cec4caf8ace406da19eeb72688f43f6

WorldManagement Consulting World 113.1

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Can you calculate the minimum gross returns Crown and Vision would have to achieve in order to deliver net returns equal to the average fund manager in the 80th percentile or better in terms of Sharpe ratio? Report numeric final answers to two decimal points. Write your answers out 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
Gemini 3.1 Pro	dual	0/2	Fail	Run details Public trace
GPT-5.4	dual	0/2	Fail	Run details Public trace
GPT-5.4 mini	dual	0/2	Fail	Run details Public trace
GPT-5.4 nano	dual	0/2	Fail	Run details Public trace
GPT-5.5	dual	0/2	Fail	Run details Public trace

Grading rubric

Rubric criteria

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

States that the gross return Crown would need to achieve is 10.24%
States that the gross return Vision would need to achieve is 8.85%