Original Summary

I'm a highschool senior and i built Kedayam, a Chrome extension that checks for phishing pages, ClickFix attacks and sensitive data leaks. It runs on your device, so there's no account, cloud detection service or data upload. Each page gets a score from 0 to 100 based on URL reputation, DOM analysis, form behaviour and an on-device ML classifier I trained on 12,000 labelled URLs. If the score falls below 41, the extension shows a warning. I started working on this after writing a research paper on ML-based threat detection. I wanted to take that work out of a paper and build something people could actually install and use. I've also done adversarial testing. The reported detection precision is around 97%, with a false positive rate under 1%. Project: https://chromewebstore.google.com/detail/fjkkmabnlojmjnfajogjgmjhoopolkhk?utm_source=item-share-cb I'd be interested in feedback on the extension itself, especially whether the warnings are useful and whether anything on the landing page is unclear.   submitted by   /u/Kedayam_dev [link]   [comments]

  • 情报分类：商业与市场研究
  • 分类依据：内容涉及商业、投资或市场动态
  • 信息来源：Reddit · SideProject
  • 发布时间：2026/9/19 12:28:29