Press & Publications

Published practitioner work

This page is the canonical public registry for published writing and editorial references involving Klimenko VG. It does not describe contributor articles as independent reporting or imply sponsorship.

Beyond the Best Output: Evaluating Generative AI in Production

Review Publically · 2026-08-29

The publication is presented here using the status shown by the outlet itself. No endorsement or sponsorship is implied unless explicitly stated by the publisher.

When Generation Becomes Abundant, Judgment Becomes the Bottleneck

GlobalSell · 2026-09-03

The publication is presented here using the status shown by the outlet itself. No endorsement or sponsorship is implied unless explicitly stated by the publisher.

Generation Is Not Production: Inside 20,000 AI Music Generations

The Professor-AI · 2026-09-04

The publication is presented here using the status shown by the outlet itself. No endorsement or sponsorship is implied unless explicitly stated by the publisher.

The Hidden Cost of Abundant Generation

DesignRise

The publication is presented here using the status shown by the outlet itself. No endorsement or sponsorship is implied unless explicitly stated by the publisher.

The Professor-AI newsletter

On September 7, 2026, The Professor-AI separately discussed the commissioned Klimenko VG guest piece in its own newsletter and described it as useful for understanding why simple AI-disclosure labels can miss human creative decision-making.

Practitioner, not laboratory

The published work reflects practitioner experience from sustained music production. The 20,000+ generation figure is a self-reported production-scale count, not an audited scientific dataset, and the public writing does not disclose proprietary production methods.