AI+ editorial notes

Site identity

alsay.net is the only main site. AI+ is a research-content collection, not a second portal. Alsay is a medium for software; IoTPT is a medium for the physical world. The main site currently publishes brand and action methods, site facts and technical explanations. IoTPT currently publishes its positioning, static-information scope and safety boundaries; device connectivity and control services are not publicly offered.

Editorial approach and status

The Nature Machine Intelligence content-type guidance and authorship principles inform the editorial approach: a perspective and research agenda, not thesis chapters. This site has no affiliation with or endorsement from the journal. These web working papers are not submission-ready manuscripts and do not claim compliance with its length, novelty or acceptance criteria.

Language editions and sources

All four papers have full Chinese and English editions with corresponding structures, equations and references. The overview cites 150 distinct sources; each of three companions cites a 12-source subset. Translations and repeated citations do not count as additional sources. Citations follow first appearance, retain original titles and arXiv DOIs, and link to source pages, PDFs and citing passages.

Source-verification boundaries

On 2026-09-08, titles, authors, first-submission dates and public abstracts were checked for 150 works; 150 source pages and 150 PDF endpoints passed access checks. PDF checks used actual requests, response status and file signatures, not complete downloads or page-by-page reading. Abstract-bounded statements were matched to sources with AI assistance; scholarly approval by accountable authors remains pending. Full-text methodological appraisal, a dedicated retraction-status audit and experimental replication have not been completed for the whole collection. Accessibility alone does not establish authenticity or scientific validity, and not all citations are claimed to have undergone peer review.

Work required before submission

Accountable authors must confirm the argument and contribution, update the literature and full-text appraisal, and address target-journal length, author details, funding and competing interests. Empirical-effectiveness claims additionally require data, experiments, statistical analysis and replication materials. AI assistance in retrieval, editing and translation is disclosed in each paper; this version has not undergone journal peer review.