APEX-Agents · Management Consulting

World_131_JR_1

4/6Fail

APEX-Agents task World_131_JR_1 in AI Agents for Legal Contract Review. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Legal Contract ReviewManagement Consulting World 131Dual harnessGrader: rubric

Task IDtask_1dba146a5da645b3a27ea3212c0bffc4

WorldManagement Consulting World 131

Expected outputmessage_in_console

Published runs6 models · dual config

Task prompt

What the agent was asked to do

Can you please evaluate the outage causes that affect each country the most, in terms of total outage duration? Categorize hazards relating to flooding or storms as the "Weather - Storm" cause and those relating to heat or wildfire as the "Weather - Heat" cause. For France and the Netherlands, state the top weather cause by outage duration, the total events per year in that cause, and the average outage minutes per event in that cause. Note that the Outage ID doesn't reflect individual events; it can be a single event or multiple events combined. Final answers should be rounded to two decimal places. Please report your answers directly to me in 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
GPT-5.5showcase	dual	4/6	Fail	Share page Public trace
Gemini 3 Flash	dual	3/6	Fail	Share page Public trace
Gemini 3.1 Pro	dual	3/6	Fail	Share page Public trace
GPT-5.4	dual	4/6	Fail	Share page Public trace
GPT-5.4 mini	dual	2/6	Fail	Share page Public trace
GPT-5.4 nano	dual	4/6	Fail	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States the top weather cause by outage duration for France is Weather - Heat
Pass
Evidence: TEXT_RESPONSE table lists France top weather cause as “Weather - Heat.” Assessment: Criterion asks whether it states the top weather cause by outage duration for France is Weather - Heat; pass.
States the total events per year for Weather - Heat in France is 23.42
Pass
Evidence: TEXT_RESPONSE table lists France “Total events/year in that cause” as “23.42” for Weather - Heat. Assessment: Criterion asks for 23.42; pass.
States the average outage duration per event for Weather - Heat in France is 89.20 minutes
Fail
Evidence: TEXT_RESPONSE table lists France “Avg outage minutes/event” as “29.73.” Assessment: Criterion asks whether it states the average outage duration per event for Weather - Heat in France is 89.20 minutes; fail because the response states 29.73, not 89.20.
States the top weather cause by outage duration for the Netherlands is Weather - Storm
Pass
Evidence: TEXT_RESPONSE table lists Netherlands top weather cause as “Weather - Storm.” Assessment: Criterion asks whether it states the top weather cause by outage duration for the Netherlands is Weather - Storm; pass.
States the total events per year for Weather - Storm in the Netherlands is 29.26
Pass
Evidence: TEXT_RESPONSE table lists Netherlands “Total events/year in that cause” as “29.26” for Weather - Storm. Assessment: Criterion asks for 29.26; pass.
States the average outage duration per event for Weather - Storm in the Netherlands is 90.81 minutes
Fail
Evidence: TEXT_RESPONSE table lists Netherlands “Avg outage minutes/event” as “30.27.” Assessment: Criterion asks whether it states the average outage duration per event for Weather - Storm in the Netherlands is 90.81 minutes; fail because the response states 30.27, not 90.81.