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
Inside the Teams Trap: How a Help-Desk Persona Became an Attack Vector
A reported Spring Ring campaign shows how external Microsoft Teams accounts, voice phishing, and Windows authentication abuse can turn a trusted collaboration channel into an access path.
When a QR Code Pretends to Be Plain Text, Email Defenses Can Miss the Trap
Text-rendered QR codes are giving quishing campaigns a quieter delivery method, pushing the user from email to a mobile phishing page.
The Intrusion Chain That Hid in Plain Sight
A fake IT-support lure, a malicious MSI, and trusted-looking cloud infrastructure show how modern intrusions are being broken into quieter pieces to dodge detection.
Teams Became the New Phishing Front Door, and IT Impersonators Walked Right Through It
A campaign dubbed Spring Ring shows how trusted collaboration tools can be turned into social-engineering lanes, with fake help desk identities and live voice calls replacing the old email lure.
Microsoft Teams Becomes the Lure in a Multi-Stage IT-Help Scam
A Spring Ring campaign turned a familiar collaboration tool into a trust trap, pairing vishing, RMM abuse, and NTLM relay techniques without any public evidence of a Teams software flaw.
Android 17 Turns the Spotlight on the Hidden Layer of Mobile Attacks
Google’s latest Android network-security push is aimed at the quiet tricks attackers use before encryption ever begins: radio downgrades, Wi-Fi discovery, and shaky certificate trust.
Android 17 Tightens the Screws on 2G Downgrade Risk
Google’s latest Android network controls target legacy cellular fallback, SMS blaster abuse, and a less obvious privacy problem: what encrypted sessions can still reveal.
When a Fake Verification Box Becomes a Network Entry Point
A deceptive CAPTCHA page is being used to push victims into running a PowerShell command that can create a reverse tunnel back into internal systems.
The Router Becomes the Gatekeeper in Home-Network DNS Defense
Pointing a home router at Cloudflare’s filtering resolvers can add a quiet layer against malicious domains, but it works only as part of a broader defense-in-depth setup.
The Phish That Snared Itself: A JavaScript Loop Broke the Steal
A page built to dodge security tools appears to have collapsed under its own browser logic, turning a credential theft attempt into a dead end.
The Scam That Does Not Break Apple - It Tries to Outtalk It
An AI-enabled phishing service is described as pushing victims through account, passcode, and 2FA prompts to help remove Activation Lock through social engineering, not cryptographic defeat.
The iPhone Lock That Crime Wants to Pick With a Voice
A reported phishing service aimed at Apple users shows how stolen-device monetization is shifting from hardware tampering to identity theft, code theft, and social engineering.
The Session Was the Prize: How AitM Kits Turn Microsoft 365 Login Pages Into Profit
A subscription phishing toolkit marketed for Microsoft 365 shows how cybercrime is moving from password capture to session hijacking, where the real value sits in the token, not the login.
When a Fake Signature Trail Becomes a Live Microsoft 365 Trap
NovaCookies turns trusted document notifications into a relay point for identity theft, showing how session capture can matter more than password theft.
When a Package Mirror Becomes a Phishing Stage
A small cluster of malicious npm packages was used to host fake Cloudflare verification pages, showing how trusted developer infrastructure can be repurposed as a browser-facing lure.
The Familiar Contact Scam: How a Simple WhatsApp Message Can Weaponize Trust
An alert about urgent payment requests shows how fraud on messaging apps often depends less on hacking than on the speed of human trust.
The Quiet Back Door Into Accounts Is Not the Password Anymore
Identity verification and recovery workflows are becoming high-value targets, because a convincing impersonation can be enough to turn a support request into legitimate access.
Mirage2FA and the New Trade in Cloud Identity Theft
A phishing-as-a-service kit aimed at Microsoft 365 accounts shows how modern login interception can turn MFA into a speed bump rather than a barrier.
Fake Microsoft Scans Turn Trust Into the Attack Surface
A SysScan-branded fraud campaign shows how a browser page can be used to push victims toward uninstalling protection, sharing financial details, and handing over remote access.
Fake Game Demo, Real Session Theft: The Browser Looting Behind a GTA 6 Trap
A lure built around a promised game demo can turn into account theft when the payload is designed to harvest browser-held secrets instead of just files.