Editorial Policy

How our content is produced, checked, corrected, and indexed · updated 2026-09-23

AI Trending (project analysis pages)

• Data sources: the official GitHub API (stars, forks, issues, releases) and public OSSInsight ranking data. Each page states when the data was captured.
• Production: models may assist with organization, but published claims must trace to the official repository, documentation, release record, or a stated data snapshot. Commands, versions, and run results are not filled in by inference.
• Quality control: indexable pages must pass structural, source, FAQ-consistency, and depth checks. We distinguish checks against official documentation from local execution and do not label an unrun procedure as tested.
• Indexing: pages with high promotional risk, sustained lack of useful search signals, or content below the quality gate receive noindex and leave the sitemap. One short fluctuation is not treated as a durable verdict.
• Independence: these pages are third-party interpretations of open-source projects and do not represent the project authors. Trademarks and code belong to their respective owners.

NGJOO product project pages

• Capabilities come from current repository notes, real deployment configuration, and reachable endpoints. ONLINE records reachability at the checked time; it is not an uptime, accuracy, or outcome guarantee.
• Pages state when sign-in is required, access is private, no public entry exists, or a former source link is unavailable. Design goals and verified behavior are kept separate.
• We do not publish a fixed saving percentage, accuracy number, or business result without a versioned benchmark. Legal, investment, mental-health, and security pages state the need for human or professional review.

Blog and paper deep-dives

• Topics come from problems we hit in real R&D work and from research we actively follow.
• AI assists with material organization; every post is reviewed by a human for factual accuracy before publication.
• Paper deep-dives reflect our understanding of the original work — always read the original paper.

Updates and corrections

• AI Trending data is refreshed by scheduled collection jobs. The timestamp shown on a page is the authority for the age of a particular number.
• Found an error, or maintain a project we cover and want a correction or removal? Email contact@ngjoo.com. We check the original source before updating, annotating, or removing the page.

Conflicts of interest