12/03/2026 Cyber Security Briefly News - Escalating Cyber Threats & Evolving Defenses: A Multi-Sector Intelligence Brief
2d ago · 4 min read · 📋 Top Headlines at a Glance Codoxo’s Deepfake Detection identifies AI-generated medical records for health plans CISA Flags Actively Exploited n8n RCE Bug as 24,700 Instances Remain Exposed Bell Ambulance data breach impacted over 238,000 people Wh...
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Training a Model to Catch Fraud (And It Humbled Me) - Lessons from Building a Real Fraud Detection System
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 discussionKavach Is Not a Product. It's a Proof.
Feb 17 · 5 min read · Kavach Is Not a Product. It's a Proof. Ten months of infrastructure nobody can see. That's the real tension here. I built Kavach — a sovereign AI shield for India — and the hardest part isn't the fraud detection. It's that the architecture is invisib...
Join discussionKnowledge Graphs in Finance
Feb 11 · 21 min read · When Spreadsheets Stop Explaining Risk: Why Finance Needs Knowledge Graphs Now Spreadsheets collapse risk into rows and columns. That abstraction works until risk stops behaving independently. Modern financial risk propagates through ownership struc...
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How ID Verification Protects Your Rental Applications from Fraud
Feb 9 · 5 min read · Rental application fraud wastes time, delays move-ins, and can put your property at risk. Scammers can apply under stolen or fake identities, sign quickly, and disappear when it’s time to pay, or worse, get access to keys using someone else’s name. A...
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AI-Powered Fraud Detection for Indonesia’s Banking Sector: Building Smarter, Safer Financial Systems
Feb 5 · 4 min read · Indonesia’s banking sector is expanding rapidly, fueled by digital payments, mobile banking adoption, and fintech innovation. But with growth comes risk. As transaction volumes increase and digital channels multiply, fraud tactics are becoming more s...
Join discussionGeneric content as a fraud signal
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 discussion🚀 Acing the MLOps Interview: Building a Production-Grade Real-Time Fraud Detection Pipeline on AWS
Jan 28 · 18 min read · Author's Note: A co-learner's guide to designing Highly Reliable, Scalable, and Secure MLOps Architecture based on a real Domain Expert Interview experience, dissecting an LLM-generated response to a complex MLOps design challenge. I tried to share w...
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The Price of “Just One More Fee” in an International Delivery
Jan 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...
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