Scope
We curate comments found in stored YouTube Trending snapshots. We rank commentors, not creators or videos, and translation remains an accessibility aid.
Editorial policy
The editorial rules separating stored public signals, interpretation, advertising, and personal judgment.
Updated 2026-07-25
We curate comments found in stored YouTube Trending snapshots. We rank commentors, not creators or videos, and translation remains an accessibility aid.
Representative, empathy, wit-candidate, and debate labels use disclosed combinations of likes, replies, recurring appearances, and snapshot rank. A label is editorial context, not a factual claim about a person.
The current daily edition uses deterministic stored-data rules and does not run an LLM for every comment. Any future AI analysis must be limited, cached, identified, and reviewable.
Advertising does not purchase ranking or selection. Ads are withheld from loading, empty, error, noindex, and data-insufficient pages.
A snapshot is a limited observation of public reactions at collection time. It is not a complete account of a commentor, community, culture, or later changes on YouTube.