My first instinct was creativity. I had models generate poems, short stories, metaphors, the kind of rich, open-ended output that feels like it should reveal deep differences in cognitive ability. I used an LLM-as-judge to score the outputs, but the results were pretty bad. I managed to fix LLM-as-Judge with some engineering, and the scoring system turned out to be useful later for other things, so here it is:
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Threat actors are constantly looking for new ways to evade detection, and most techniques are variations on familiar themes. The abuse of the .arpa TLD is novel in that it weaponizes infrastructure that is implicitly trusted and essential for network operations. By using IPv6 reverse DNS domains as malicious links, the threat actor has discovered a delivery mechanism that bypasses security tools. The impact is immediate and cannot be overstated: security that depends on detecting suspicious domains using things like reputation, registration information, and policy blocklists is ineffective for these domains. These domains have an implicitly clean reputation, no registration information, and aren’t usually blocked by policy.