APEX-Agents · Management Consulting

World 134 Nancy Task 02

0/1Fail

APEX-Agents task World 134 Nancy Task 02 in AI Agents for Tax Due Diligence. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Tax Due DiligenceManagement Consulting World 134Dual harnessGrader: rubric

Task IDtask_3763fab0373b4f59a98f11a97eedcb15

WorldManagement Consulting World 134

Expected outputmessage_in_console

Published runs5 models · dual config

Task prompt

What the agent was asked to do

If CompliSure experiences the changes outlined in the attachment starting in 2026, what is the expected impact to free cash flow in 2030? Assume Interest Expense remains the same % of EBIT, and Income Tax Expense remains the same % of Pre-Tax Income. Round answer to the nearest thousand. Write your response here as a message.

Published trajectories

Agent runs on this task

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

Model	Harness	Score	Result	Links
GPT-5.5showcase	dual	0/1	Fail	Share page Public trace
Gemini 3.1 Pro	dual	0/1	Fail	Share page Public trace
GPT-5.4	dual	0/1	Fail	Share page Public trace
GPT-5.4 mini	dual	0/1	Fail	Share page Public trace
GPT-5.4 nano	dual	0/1	Fail	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States that the expected impact of the new Congress proposed changes to 2030 free cash flow is $7,100,000
Fail
Evidence: <TEXT_RESPONSE> states “the 2030 free cash flow impact is an increase of approximately $14,745,000” and “FCF would increase from about $35,221,000 to about $49,966,000.” Assessment: The criterion requires stating the expected impact is $7,100,000. The response gives $14,745,000 instead, so it fails.