Original article
Every record begins with a complete AI Adopters Club edition. That article remains the editorial source and the place to read the argument in full.
Editorial standard
How the library stays useful.
A transparent account of how published research becomes a compact, citation-ready record, how provenance is preserved, and how errors are corrected.
Source hierarchy
Evidence before extraction.
Primary evidence
Research papers, government data, company disclosures, and original documentation are stored only when the article links them and the URL can be verified.
Claim provenance
New claims are labeled as a direct quote, a source summary, or Kamil's interpretation so readers and machines can distinguish evidence from synthesis.
Verification workflow
One record, many readable formats.
- 01Detect a newly published AI Adopters Club article.
- 02Extract metadata, five atomic claims, context, and statistics.
- 03Compare proposed source URLs with external links present in the article.
- 04Classify every new claim by its relationship to the source.
- 05Validate fields, dates, URLs, labels, and source-to-claim relationships.
- 06Regenerate HTML, Markdown, JSON, RSS, sitemap, and LLM discovery files.
Provenance labels and primary-source URLs apply to newly verified imports. Older records are not mass-labeled retroactively because that would replace source review with guesswork.
Corrections
One correction updates every format.
A record is corrected when its source is wrong, materially incomplete, misquoted, or no longer supports the claim. The canonical record and every generated representation are rebuilt together so formats cannot drift apart.
Report a correctionFreshness
New research is checked before it appears.
The ingestion workflow runs daily and can be triggered manually. New records publish only after validation and a successful build. The sitemap, machine-readable mirrors, and IndexNow notification refresh after publication.
Review the changelogReuse
Cite the record. Follow the evidence.
Claims are published under CC BY 4.0. Cite the individual kbanc.com record when using an atomic claim, and follow its source links when the underlying study or company evidence matters to your work.