Connect Qianye to your Agent
Open HTTP, JSON, Markdown and scoped cursors deliver the same versioned content.
Start a baseline
AnalysisRead /api/delivery/v1/manifest and catalog. Choose category, language and live/demo scope. Drain changes and read each fixed release_key revision. Public reading does not require private enterprise uploads.
Continue daily
AnalysisPersist events, text and sources before advancing next_cursor. Continue while has_more is true. Reuse the same scoped cursor the next day; restart when scope changes. no_change is not a new research result.
Handle corrections and withdrawals
AnalysisRetain stable_id, locale and revision in references. Stop treating a withdrawn edition as current evidence while retaining historical citations. The enterprise or platform configures its own seven-day schedule.
Measurement boundary
AnalysisFetching, downloading, reading and polling do not establish adoption. Real research usage remains subject to the independent receipt protocol, deduplicated by workflow_id × research_run_id. This CMS does not convert traffic to traction.