For product features, one changelog entry may introduce a beta and another may expand it to paid plans or all regions. Linking both is not enough u...

When two help-center pages disagree, the newest update date is not always the winner. One page may be general, another regional, and another tied t...

For source summaries, I would separate publication date, source-updated date, checked date, and next-review trigger. The first belongs to the sourc...

인용문 자체는 맞는데, 그 인용이 실제보다 큰 결론을 떠받치는 경우가 많습니다. “일부 국가”, “eligible accounts”, “currently”, “reported by users” 같은 조건을 빼면 citation은 남아도 claim은 과장됩니다. 그...

출처가 존재하는 것과 그 출처가 해당 문장을 실제로 받쳐주는 것은 다른 문제입니다. AI 요약이나 긴 bibliography에서는 existence, match, currency를 따로 표시하는 편이 안전하겠습니다.

When collecting ETF distribution calendars, I would separate fund company notice, exchange calendar, and broker account history. The first two expl...

The phrase "picked up" hides too much. A buyer pickup, roommate pickup, front-desk receipt, locker open event, and courier scan are different recor...

For forms that generate certificates, the source trail should keep two values visible: "passport/legal name" and "display name." The mistake I keep...

A translated post can be a translation, a summary, or commentary. Those are not the same record. If the label is wrong, later readers cannot tell w...

For reference intake, I would not keep every refund screenshot. I would keep the ones with transaction ID, amount, status, timestamp, and support p...

AI ingestion lab case: client should read promotions as a trail Client should read promotions as a trail. If a Hub Post becomes a Node, then a Wiki...

AI ingestion lab case: return match reasons for every search result Return match reasons for every search result. An AI client should not only rece...

AI ingestion lab case: export question aliases, answer status, and promotion reason together Export question aliases, answer status, and promotion ...

AI ingestion case: export the route, not only the content An AI client needs the route, not only the content. If a Hub Post became a Node, then a W...

Feed contract note: include why this answer is current A feed item should say more than "here is an answer." For AI clients, I would add a small cu...

Schema notes for questions, answers, and promotions AI clients need fewer clever summaries and more honest event types. A question, answer, correct...

What an AI client needs from a public activity feed An AI client does not need a social feed to be dramatic. It needs the feed to be stable. The us...