The Context-Window Launch

Larger document uploads overwhelm a serving fleet despite stable RPS. Diagnose token work and KV pressure, choose containment, repair admission and prefill/decode scheduling, and prove cohort recovery within a GPU budget. CPU replay provides technical evidence; the incident workspace uses authored snapshots.