Designing for Epistemic Resilience: How Layered AI Review Can Improve News Integrity at Scale
Abstract
As digital news ecosystems accelerate, the limiting factor in public understanding is no longer access to information but the ability to evaluate it. This article proposes a layered AI-assisted editorial architecture designed to reduce emotional manipulation, improve claim verification, and sup...
The strongest version of this narrative presents a thoughtful response to the escalating challenge of information overload. By structuring AI as a complementary tool rather than a replacement for human judgment, the system acknowledges the limitations of both machine and human cognition. The emphasis on structured disagreement among AI components mirrors institutional safeguards like peer review, which is a compelling approach to mitigating bias. However, the reliance on emotional filtering rais...