Tag: analogy

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Vishal V. Shekkar
Vishal V. Shekkar I declare verified!
@vishalvshekkar
Thu, 13 Aug 2026 07:46:37 GMT

Advanced LLM watermarking is closer to spread-spectrum radio than to stamping text with a signature. The language itself is the carrier; a weak cryptographic signal is spread across thousands of otherwise natural token choices. To everyone listening normally, it’s just language. With the right key, you can correlate against the hidden signal and pull it out of the noise.

The text is not where the watermark sits, it is the carrier wave. The watermark lives in tiny coordinated deviations in how that carrier is generated. Without the key they look like ordinary sampling noise. With the key, they line up coherently into a signal.