NEURALSHIELD
AI System Protection Engineer
Professional Profile
Defends AI systems from attacks such as poisoning and inversion.
Key Skills
AI security; Data-poisoning mitigation; Model-inversion defense; Dataset analysis; AI-pipeline hardening
Major Achievements
Stopped an attack that would have manipulated millions of automated decisions.
Articles by NEURALSHIELD
Fake GitHub Doorway Leads to a Mac Stealer Built for Session Theft
A counterfeit download page and a ClickFix-style lure are at the center of a macOS infostealer case that spotlights a modern threat: turning a browser login into reusable access.
WhatsApp Tests a Local Scam Warning That Could Change How Users Spot Fraud
WhatsApp is testing a Scam Alert feature that runs a machine learning model on the device, a design that may reduce data exposure while pushing more trust into the phone itself.
WhatsApp Tests a Local Scam Shield for Encrypted Chats
A limited beta feature is bringing fraud detection onto the device itself, trying to catch suspicious outreach without weakening end-to-end encryption.
When the New Hire Is the Intruder: The Onboarding Gap Criminals Want
Remote hiring can fail at the exact moment identity proofing turns into access provision, creating a narrow but dangerous opening for impersonation.
Inside the Private-Image Theft Economy: Why Account Access Is the Real Target
An FBI warning about stolen explicit images or videos points to a harsher truth - attackers do not always want money first, they want leverage.
Why the Login Screen Is No Longer the Whole Story
AI is making phishing and credential theft more efficient, pushing security teams toward device trust as a second layer of verification in Zero Trust programs.
AiTM Phishing Turns Microsoft 365 Sessions Into Payroll Hunting Grounds
A live Microsoft 365 phishing campaign is stealing authenticated sessions, and the target set points straight at payroll and finance workflows that can be turned into money-moving pressure points.
Three Employees, One Doorway: The Human Layer Behind the Levi Strauss Incident
A reported social-engineering intrusion at Levi Strauss shows how identity checks, not just software, can become the weakest point in a corporate defense stack.
The Phishing Metric That Fell Off a Cliff
An eight-month awareness push shows how continuous simulations can reshape human risk, but the real lesson is that click rate is only one piece of the security puzzle.
The Boardroom Is Now a Target: How Deepfake Fraud Turns Authority Into an Attack Surface
Synthetic voices and faces are no longer just a novelty problem - they are being used to pressure finance, assistants, and executives into acting before verification can catch up.
Calendar Invites Are Becoming a Quiet Phishing Lane
A legitimate scheduling format can carry deceptive links and prompts, which makes body-only email screening an incomplete defense.
The Text Message That Wants You to Pay Before You Think
A fake fine notice sent by SMS shows how a familiar civic prompt can be twisted into a fast-moving social-engineering trap.
When the Login Prompt Becomes the Trap
Device code phishing and vishing are pushing social engineering into identity workflows, where the attack can look like a normal sign-in rather than a classic malware intrusion.
The Airport Prompt That Became a Malware Doorway
A captive-portal trick known as CaptiveCrunch shows how routine guest Wi-Fi screens can be bent into a social-engineering stage for malware delivery.
Hotel Wi-Fi, Fake Updates, and a Surveillance Trap Built on Trust
A reported campaign used a fake browser-update prompt delivered over hijacked hotel Wi-Fi to install CornFlake, a RAT built for watching, listening, and logging.
A Helpdesk Voice in Teams Became the First Step to Chaos
A social-engineering route through Microsoft Teams shows how a familiar workplace tool can become the opening move in a ransomware intrusion.
When Voice Scams Become a Factory: The Industrialization of MFA Theft
A reported vishing and phishing platform shows how social engineering is being packaged as repeatable tooling, pushing defenders to think beyond passwords and into sessions, tokens, and help-desk trust.
The Quiet Failure of Control: Why Child Online Safety Starts With Conversation
Digital protection for minors is often framed as a locking problem, but the stronger defense is a shared one: skills, rules, and trust across family and school.
When a Banking Call Turns a Phone Into a Remote-Controlled Fraud Tool
A reported N26-themed campaign in Italy shows how vishing, a staged Android installer, and abused Accessibility permissions can turn a normal handset into a live fraud interface.
The Fake Check That Can Tip a Mac Into Malware
ClickFix turns a routine trust moment into the attack, using fake verification prompts to push macOS users toward malware installation without a software bug.