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How this guide is edited

Sources, review status and the limits of a curated guide.

A guide for research decisions

Maintained by Xiaoyu Liu. This independent, bilingual guide brings tools, methods, community finds and research cases into one place. There is no paid placement, sponsorship or affiliate linking.

What the labels mean

Where candidates come from

OpenAlex and Semantic Scholar for scholarly metadata; Crossref and arXiv for publication records; GitHub and Hugging Face for projects and model cards; Hacker News and selected RSS feeds for discovery. APIs produce a private candidate queue. Candidates must pass an editorial relevance and source check before publication.

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Editorial rules

We publish resources with readable substantive sources, a clear research use and explicit limits. A substantive official product description or scholarly abstract can support a narrowly scoped entry; registration, payment or lack of a site-authored test is not by itself a reason to exclude it. Unreadable sources without an accessible alternative, thin announcements and duplicate coverage are held back. We retain source links and dates, and write original summaries in both languages. Source publication, discovery, addition and review dates are distinct. We do not invent success stories. AI may assist discovery, source review and bilingual drafting; the maintainer is responsible for revisions. Weekly editions are an editorial aim, not an automatic publishing schedule.

Research data and reuse

Before using a resource, check its license and current data handling terms, your consent commitments and your research protocol. Listing is not an endorsement.

Privacy on this site

This static guide has no analytics or advertising scripts and no account system. Your language and theme preferences are stored only in this browser. External links open services with their own privacy terms. Hosting providers may maintain standard access logs.

Corrections and submissions

[email protected] · include the entry link, original source and the proposed correction.