APEX-Agents

gpt-5.4-mini on World228_JP_01

0/1Fail

Domain: Investment Banking
Category: AI Agents for Merger Models
Harness: dual

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Grader rubric

Criteria verdict

States the difference in share performance is 28.61%

Prompt excerpt

Task context

Using the 2024 ATR annual report, reply to me with the absolute performance difference between ATR shares and the Peer Group in 2024 as a percentage (round this to two decimal places).

Response trace

Agent response, tools, files, and edits

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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.

01Stay in the evidenceOpen more traces, domains, and verdicts on this site—the public proof layer.Browse domains →02Use the cloud workspaceWhen you want to run agents on files yourself, Workspace uses the same harness.Start in Workspace →