MuleShield AI: Intercepting Cybercrime Cash-Outs Before the Trail Goes Cold
How a three-model AI pipeline helps Indian law enforcement get ahead of digital financial fraud — and the engineering decisions behind it. India loses over ₹1.8 lakh crore annually to cybercrime. Behind nearly every UPI scam, fake loan fraud, and phishing attack is the same final step: stolen money is split across a chain of mule accounts and quietly withdrawn as untraceable cash from an ATM — often within 90 minutes of the original crime. That last step is where investigations end. Once money b
🎯 Vulnerability: Remote Code Execution (RCE)
💡 Defense Fix: Avoid executing shell commands via system(). Use parameterized APIs and strict input sanitization.