DOJ-aligned inmate tablet monitoring engine. Supervised classification and K-Means clustering over .mp4 session signals produce auditable JusticeOutcome records — punitive, corrective, or restorative — at 13,500+ inmates/sec per CPU core. Built for correctional facility integration.