Mar 9 · 7 min read · Should you block a user just because they're on a VPN? Probably not. But should you ignore it entirely? Also no. VPNs create a real paradox: privacy-conscious users and fraudsters look identical at the network level. Both show up as traffic from an I...
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Mar 4 · 10 min read · How many of your signups are real? Signup forms are targets. Every exposed registration form attracts automated bots, fraudsters creating fake accounts, competitors scraping behind login walls, and users abusing free trials with throwaway credentials...
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Feb 18 · 5 min read · If you’ve ever built a machine learning project that worked beautifully on your laptop but humbled you in production… welcome to my life 😭 Today I’m sharing my journey building CreditWise AI — my credit card fraud detection project — and everything ...
Join discussionFeb 16 · 5 min read · In an era where technology evolves faster than our ability to perceive it, the phrase "seeing is believing" has become a relic of the past. As Artificial Intelligence (AI) becomes more integrated into our daily lives, a darker side of this innovation...
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Feb 2 · 3 min read · On platforms where users can monetize content, fraud rarely announces itself clearly. It doesn’t come with obvious red flags, broken cards, or extreme behavior. Most of the time, it blends in. One pattern we’ve seen repeatedly is the use of generic c...
Join discussionJan 26 · 7 min read · In an increasingly interconnected world, our smartphones have become extensions of ourselves—our wallets, our communication hubs, and our personal assistants. With this convenience, however, comes an ever-growing threat from sophisticated scams. As w...
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Jan 24 · 2 min read · It started with a single message:“You purchased an Apple computer for $1,349.” Panicked, I called the number provided 469-278-5142 to dispute the charge. The person on the line sounded calm, confident, and reassuring. She said she was there to protec...
Join discussionJan 24 · 2 min read · I thought I was doing a favor. A friend needed a bank card shipped from the UK to the United States, and I agreed to help handle the delivery. The company involved Nockworld Logistics presented itself as an international courier that could manage eve...
Join discussionJan 24 · 10 min read · Most fintech startups encounter their first fraud ring within the first year of launch. It starts innocuously. Signups from different emails, different names, different card numbers. Looks like normal growth. Then the chargebacks start. Then more cha...
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Jan 23 · 2 min read · In July 2025, my brother received a message on WhatsApp from a woman calling herself Lauren D. Miller. Her number was 480-776-4986. She spoke calmly and confidently, offering to help him grow his money through cryptocurrency and Bitcoin. She said she...
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