Research standards
Corrections & Updates
A public record of substantive publication changes that affect evidence, interpretation, or reader understanding.
September 19, 2026 — AI & organizational governance
Can AI Make Organizations Move Faster Than Humans Can Govern Them? was reviewed against its cited primary, institutional, and peer-reviewed sources. Source versions and wording were tightened where appropriate, and explicit evidence-approach and analytical-limitations sections were added to clarify what the article does and does not establish. The central conclusion did not materially change.
September 19, 2026 — Global chokepoints
The World Has a Chokepoint Problem was reviewed against cited institutional and primary sources. Statistics were updated or narrowed where the underlying source supported a more precise formulation, and explicit evidence-approach and analytical-limitations sections were added. The central conclusion did not materially change.
September 19, 2026 — Elyonik Systems Method
The Elyonik Systems Method was updated with explicit author attribution, an at-a-glance usage summary, research-standards linkage, and machine-readable citation downloads. The underlying four-question inquiry and seven-dimensional systems lens were not changed.
How corrections are handled
Material factual errors are corrected after verification. When a change alters a publication's evidence, interpretation, or conclusion, the update should be described here and, when appropriate, noted on the publication itself. Minor typographic and formatting changes may be made without a formal entry.
Potential errors can be reported to contact@elyonikvision.com.