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Cake day: Feb 06, 2025

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Local ai models can help against basic stylometry, but they’re not a silver bullet. Advanced stylometry doesn’t just analyze wording - it looks at sentence structure, punctuation habits, even typing cadence. If you just run text through an AI rewriter without changing behavioral patterns, you’re still traceable.

AI can be a tool, but relying on it blindly just shifts your fingerprint rather than erasing it.


Hey, appreciate the review! You’re absolutely right - stylometry isnt bulletproof, but its practical threat lies in correlation rather than precision. Intelligence agencies dont need 100% certainty - just enough probability to justify further surveillance. And with modern AI driven linguistic analysis, even “imperfect” stylometry becomes a powerful profiling tool.

Good point on tor traffic obfuscation. Random background activity helps break traffic patterns, but it’s important not to tunnel everything through tor - that just makes correlation attacks easier. Using monero syncing, onion services, and intermittent activity as cover noise is a solid approach, but layering it with non-tor traffic is key.

I’m Curious are you designing your lesson plan for general opsec education, or is it for a more specific field?


Thanks! Hope it will help you sharing the knowledge, good luck!


A Practical opsec guide – looking for feedback & suggestions
I recently put together a detailed opsec guide that covers practical steps for reducing your digital footprint, securing communications, and avoiding common pitfalls people make when trying to stay private online. The goal was to create something that's actually useful and not just the usual "use a vpn and tor" advice. I tried to break down realistic methods that can help both beginners and people already familiar with opsec. Id love to get some feedback from the community - what's missing, what could be improved, and if there's anything you disagree with.
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