The same toolkit used in the .arpa abuse phishing campaign appears to be used by multiple actors since at least 2017. In addition to the .arpa tactic, we have also observed these phishing campaigns using several other methods to bypass security controls, including hijacking dangling CNAMEs and subdomain shadowing. Dangling CNAME hijacks are typically DNS records for expired domains or abandoned cloud services and take advantage of highly reputable organizations. While this blog is focused on introducing the IPv6 / arpa trick, dangling CNAMEs remain a major threat to organizations of all shapes and sizes. For this reason, we’ve included a short section on this topic.
The process of improving open-source data began by manually reviewing samples from each dataset. Typically, 5 to 10 minutes were sufficient to classify data as excellent-quality, good questions with wrong answers, low-quality questions or images, or high-quality with formatting errors. Excellent data was kept largely unchanged. For data with incorrect answers or poor-quality captions, we re-generated responses using GPT-4o and o4-mini, excluding datasets where error rates remained too high. Low-quality questions proved difficult to salvage, but when the images themselves were high quality, we repurposed them as seeds for new caption or visual question answering (VQA) data. Datasets with fundamentally flawed images were excluded entirely. We also fixed a surprisingly large number of formatting and logical errors across widely used open-source datasets.
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Meanwhile, on the TV side of things, The Studio picked up the most nominations with five, while The White Lotus and Adolescence each picked up four.
Howell pointed to dedicated clinics held at Rayner Outpatients and group-based sessions at the Listening Lounge which focused on coping strategies for living through the menopause.
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acted as a sort of network switch—the host computer identified the 3770's