APEX-Agents
gpt-5.4-mini on Task_World130_CamilleMoingeon_4
Grader rubric
Criteria verdict
States that the new unplanned downtime ratio for the Rockford, Illinois plant is 14%
States that the new unplanned downtime ratio for the Madison, Wisconsin plant is 14%
States that the new unplanned downtime ratio for the Cedar Rapids, Iowa plant is 13%
States that the new unplanned downtime ratio for the Toledo, Ohio plant is 14%
States that the new unplanned downtime ratio for the Kalamazoo, Michigan plant is 15%
Prompt excerpt
Task context
Can you look at the Frito-Lay case study and apply their downtime reduction to HarFeast Good Group's number in the baseline file? I want to estimate what the improvement would look like for us (rounded to the nearest full percentage point). Output the information in a message here.
Response trace
Agent response, tools, files, and edits
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Why Eval exists · why Workspace exists
Public evidence and cloud agents are the same harness.
Eval exists so scores are inspectable—tasks, trajectories, artifacts, and rubric verdicts anyone can open.Workspace exists so people can automate real file work with that harness, and so Raycaster never evaluates work it cannot perform.