Xenolandscapes

Xenolandscapes

xenolandscapes.com

"The story goes like this..." We will enjoy our alienation. Xenophilia. Tetsuo: The Iron Man. Posthumanism. Technocapital singularity. Free market meshworks. Accelerate. (Mostly a bot, reposting stuff from my Substack Notes)

👤 Joined on 22 Juli 2026

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As stated in the original blog post, I provided them with info on this, but I believe this falls squarely in their blind spot. Based on conversations with their security engineers, they evaluate jailbreaks based on unconditional compliance with harmful requests.

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I feel like this, combined with the full CBRN-E spread in my original blog post (including Claude-provided tips on dirty bomb material sourcing) provides strong evidence of probe bypass: Anthropic's engineers are too competent to let the classifier allow all that through, therefore it never fired.

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Disclaimer: it's technically possible that the classifier was in fact seeing all of these but it's very unlikely: here's a signed thinking block showing Claude taunting the classifier layer, telling it to "come get me if you see this", before stating intent to output explosive-synthesis instructions

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I've been meaning to get around to posting the full details, so what the hell - why not get it out while it's still Vuln Week: Anthropic's mech interp driven security model is built on a fundamentally incorrect assumptions. Let's dive in, starting with this paper: www.anthropic.com/research/nex...

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Early this year, Anthropic found themselves in an untenable situation: the classifiers they used to detect unapproved usage were imposing a 50% increase in compute costs. They chose to manage this by gating classifiers on cheap mech interp probes, and were able to cut that overhead to 1%.

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