APEX-Agents · Management Consulting

World131_IB_05

5/6Fail

APEX-Agents task World131_IB_05 in AI Agents for Infrastructure Finance. Compare dual-harness agent runs across models — rubric criteria, scores, and public traces.

AI Agents for Infrastructure FinanceManagement Consulting World 131Dual harnessGrader: rubric

Task IDtask_699ea5ca3b0243a5852ad33e33043f12

WorldManagement Consulting World 131

Expected outputmake_new_slide_deck

Published runs5 models · dual config

Task prompt

What the agent was asked to do

Find out the ratio between Curtailment_GWh and Redispatch_GWh and for the lowest average ratio of Country-Region pair, report the average Avoided Curtailment (MWh) and causes of curtailment. Represent the average Avoided Curtailment to two decimal places Present these findings on a new slide you create.

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	5/6	Fail	Share page Public trace
Gemini 3.1 Pro	dual	5/6	Fail	Share page Public trace
GPT-5.4	dual	5/6	Fail	Share page Public trace
GPT-5.4 mini	dual	5/6	Fail	Share page Public trace
GPT-5.4 nano	dual	5/6	Fail	Share page Public trace

Grading rubric

Criteria and grader verdict (showcase run)

States the Country-Region combination with the lowest ratio is Germany-North
Pass
Evidence: Slide 10 in `/root/workspace/filesystem/8) Final deliverables/EuroGrid transmission network modernization.pptx` states “Germany – North” under “Lowest Country–Region pair”; TEXT_RESPONSE also says “Lowest average ratio: Germany – North at 1.84x.” Assessment: Criterion “States the Country-Region combination with the lowest ratio is Germany-North” is met.
States the Average Avoided Curtailment for Germany-North combination is 243,275.56 MWh
Fail
Evidence: Slide 10 shows “Average avoided curtailment (MWh)” as “228,025.94”; TEXT_RESPONSE likewise says “Average Avoided Curtailment: 228,025.94 MWh.” Assessment: Criterion requires “243,275.56 MWh” for Germany-North, but the delivered slide/response states a different value, so it is not met.
States one of the causes of curtailment for Germany is Thermal Overload
Pass
Evidence: Slide 10 “Curtailment causes (Germany)” lists “Thermal Overload 42.4%”; TEXT_RESPONSE includes “Thermal Overload.” Assessment: Criterion “States one of the causes of curtailment for Germany is Thermal Overload” is met.
States one of the causes of curtailment for Germany is Voltage Violations
Pass
Evidence: Slide 10 “Curtailment causes (Germany)” lists “Voltage Violations 42.4%”; TEXT_RESPONSE includes “Voltage Violations.” Assessment: Criterion “States one of the causes of curtailment for Germany is Voltage Violations” is met.
States one of the causes of curtailment for Germany is Congestion
Pass
Evidence: Slide 10 “Curtailment causes (Germany)” lists “Congestion 44.7%”; TEXT_RESPONSE includes “Congestion.” Assessment: Criterion “States one of the causes of curtailment for Germany is Congestion” is met.
States one of the reasons of Curtailment for Germany is Redispatch Conflicts
Pass
Evidence: Slide 10 “Curtailment causes (Germany)” lists “Redispatch Conflicts 46.5%”; TEXT_RESPONSE includes “Redispatch Conflicts.” Assessment: Criterion “States one of the reasons of Curtailment for Germany is Redispatch Conflicts” is met.