For a few dollars per target, LLM agents can now link pseudonymous accounts to real identities using only public text.

In “Large-scale online deanonymization with LLMs” (arXiv:2602.16800), researchers from #Anthropic and ETH Zurich show:

- 67-68% recall at ~90% precision linking Hacker News accounts to LinkedIn profiles

- 52% recall for pseudonymous Reddit academics

- 38% recall at 99% precision when matching one Reddit user across time

Comparable classical methods achieved near-zero recall.

The pipeline is simple:

- Extract identity-revealing traits from posts

- Search candidate profiles

- Use LLM reasoning to verify matches

No breakthrough cryptography. No private data. Just scalable inference over public text.

“Practical obscurity” was always fragile. Now it is economically trivial to defeat.

#privacy #anonymity #infosec #cybersecurity #AI #LLMs