Roman Varnava

Roman Varnava

AI Architect · Engineering Leader · Self-Hosted LLM Economics

Production numbers, not benchmarks.

August 18, 2026

Is it no longer possible to hide AI content?

How text watermarking works, what it survives, and why a detected mark is a probability - never a verdict.

Text Watermarks · SynthID · EU AI Act · Anthropic · Google DeepMind