Jury Sosnovsky

Jury Sosnovsky is a software developer and infrastructure specialist with more than twenty years of experience in web engineering, Linux administration, and production systems. He writes practical guides shaped by the problems that appear in real servers, deployments, and development teams.

Watermarking AI-Generated Text: From Steganography to SynthID-Text

How can AI models invisibly watermark generated text without hidden characters or metadata? This article explains the path from classical and linguistic steganography to modern LLM watermarking techniques, including green/red tokens, pseudorandom functions, entropy, Tournament Sampling, and SynthID-Text, as well as detection methods, limitations, and resistance to editing and paraphrasing. Read the full article