Looking for Something Weird to Happen: How Humans Sustain AI Agent Novelty Amid Semantic Collapse

Catalog evidence and recorded chart appearances. Inclusion is not an endorsement.

Source snapshot imported 2026-10-20. This is not a live feed. Source and contributions.

Evidence and limits

Finding: The abstract reports overall narrowing and sustained novelty associated with some users' distinctive, revised input.

Impact: Watch human-input diversity under existing the recorded review topic (see source) portfolio-diversity research debt.

Boundary: Association does not establish causation. The social-agent setting and selected respondents do not establish a benefit in other workflows. Next: can a bounded comparison separate input diversity, output diversity, quality, and human effort? Candidate; source identity verified, claims not assessed; not adopted

Flags: Abstract reviewed only; association, not causation; social-agent setting and selected respondents limit transfer; no repository benefit shown

Record State: Candidate only: not accepted into the reviewed catalog

What was reviewed: Previously screened candidate; review remains limited

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Recorded chart appearances

No appearance in the chart editions included in this snapshot. This is not evidence of absence from other editions.