Editorial and evidence standard

Five publication lanes

• Original research — full essays, methods and product theses by Xamit Kadirbekov.
• Frontier lab watch — original GERO briefs based on primary laboratory sources.
• Independent numerical audits — exact, reproducible defects in public technical artifacts, linked to the upstream record.
• Technical notes — specifications, proofs, benchmarks and implementation records.
• Reproductions — experiments that rerun or challenge a published claim.

The mandatory structure

Every frontier brief separates what the source reports, GERO's mathematical interpretation, the proposed GERO response, a falsifiable experiment and the boundary of the available evidence.

Evidence rules

• Prefer papers, technical reports and official research pages.
• Do not republish third-party articles. Use original summaries and direct source links.
• Link material factual and quantitative claims to the primary source.
• Do not describe a software smoke test as independent scientific validation.
• For software findings, distinguish documentation, implementation and security defects.
• Record review dates and preserve material corrections.
• Declare sponsorship, conflicts and non-independent evaluation.

Status vocabulary

• SOURCE REPORT — reported by the linked laboratory and not independently reproduced by GERO.
• GERO ANALYSIS — our mathematical interpretation or proposal.
• REPRODUCED — rerun from documented artifacts with the procedure published.
• VERIFIED — supported inside an explicitly bounded machine-checkable scope.
• OPEN — unresolved or awaiting independent evidence.