New candidates need today's momentum. Retrospective underwriting needs a strict historical window. FanOrNot keeps those two evidence classes separate.
Bounded by subreddit, query, and before/after dates through the underlying archive API.
Best-effort metadata and top-post collection used in live mode alongside the broader adapter.
A cited Backrooms replay keeps the product usable when community services or model providers are unavailable.
Arctic Shift is a community-run research service with no uptime guarantee. The adapter is best-effort, uses bounded requests, and returns an empty result on failure so the fixture path remains reliable.