Technical report · M1.0 · 2026
Human-Governed AI Consensus: Methodology M1.0: Technical Report
The principal open publication of the Human-Governed AI Consensus methodology: seven stages, fourteen steps, procedurally separated initial model runs, source verification of material claims, a critical review pass and mandatory human decision-making.
The report presents the methodology and a protocol for future evaluation; it does not report a completed comparative study or confirm the effectiveness of M1.0. Publication of the report in Zenodo does not itself constitute independent peer review, validation or certification.
Materials on this website
How Vladislav Naganov Works with Complex Projects
An explanation of how to clarify the initial question, distinguish established circumstances from assumptions, review documents and calculations, compare permissible options and align the actions of multiple participants.
Vladislav Naganov — Practical Experience
Eight anonymised examples involving audit findings, court documents, procurement, IT projects, technical documentation and the preparation of new projects. Each example identifies Vladislav’s own work, the contribution of subject-matter specialists and the materials prepared.
Digital transformation and IT project management
Automating Chaos: Why a Mobile App Will Not Rescue a Property Management Company
· TenChat · Russian-language article
An article explaining why the digital transformation of a property management organisation should begin with its processes, data, procedures and allocation of responsibility rather than with the choice of an application or another user interface.
Digital Operations: The Second Wave of Problems That Is Rarely Discussed
· TenChat · Russian-language article
A discussion of problems that emerge after an information system has been implemented: data quality, changes in authority and control methods, employee resistance, dependence on the supplier and evaluation of the practical outcome of digital transformation.
Current information
Both TenChat articles were published in 2025, when Vladislav Naganov was Chief Executive Officer of Effective Technology Solutions LLC (ETS). He completed his work at the company in 2026. Current information about his professional work and the principal stages of his career is available in the Professional profile and Biography sections.
For editors and event organisers
Official photographs and concise reference information are available for publications, event programmes and speaker profiles. Requests for interviews or commentary and invitations to participate in professional events can be submitted through the contact page.