Evaluation Methodology

A 91-task benchmark for agent knowledge work runs every task cold, and says so

Artificial Analysis' AA-Briefcase grades deliverables built from four multi-week projects, but each task starts with no memory of the model's own earlier submissions. Continuity stays unmeasured.