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
Instagram’s Friend Map Turns Routine into Risk
A location feature can look harmless on the surface, but once places, times and repeat visits are visible, routine itself becomes sensitive data.
When a Fake Invoice Becomes the Login Screen
A phishing lure built around fiscal paperwork shows how a legitimate remote management agent can become the real prize in an intrusion, even when no custom malware is involved.
Trusted Tools, Untrusted Hands: How a Signed RMM Agent Became the Prize
A phishing operation targeting Brazilian organizations shows how a legitimate remote-management agent can be turned into a foothold when business trust is manipulated.
When “Free Activation” Becomes the Trapdoor
Short-form tutorial clips promising Windows and Office activation can hide malware instructions, turning familiar social feeds into a quiet distribution channel for infostealers.
Fewer Phish, Better Hooks: How AI Is Rewriting the Attack Math
A drop in phishing volume does not mean less danger when attackers are using AI to make each lure more convincing.
Security Teams Are Spending More on AI Training - The Real Bottleneck Is Time
Enterprises are putting more money into security education around AI and other critical topics, but the hardest problem may be getting employees enough uninterrupted time to learn.
Valve Cuts a Physical Payment Path That Scammers Learned to Love
Retail Steam gift cards are being retired, while digital cards stay in play - a small product change that highlights how fraud crews often target the easiest trust channel, not the most complex system.
When a Voice Can Be Forged, City Hall Becomes a Target
Deepfakes are no longer only a media problem: in digital government, they can turn identity, approvals, and trust into attack surfaces.
When a Viral Tutorial Turns Into a Download Trap
Short-form video can do more than sell a trend - it can move a user from curiosity to an unsafe installer in a few taps.
Tax Emails, Hidden Payloads: Why a Windows Inbox Can Become a Memory-Only Crime Scene
A tax lure is only the first move; the harder part for defenders is the kind of malware that may run in memory and leave fewer clues on disk.
When “Free Premium” Clips Become a Trapdoor
Short-form videos on TikTok and Instagram Reels are being used to push fake software offers and steer viewers toward malicious download sites, turning casual entertainment into a social-engineering funnel.
Fake Browser Windows Are Turning Microsoft Sign-Ins Into a Trap
A BitB phishing campaign is using in-page browser mimicry and spoofed OAuth prompts to make Microsoft 365 logins look legitimate at a glance.
Fake AI Logins Are the New Front Door for Credential Thieves
Attackers are leaning on the trust attached to familiar AI brands, steering users from search results and ads into counterfeit sign-in pages built to collect credentials.
AI Brand Masks Are Turning Familiar Logins Into Phishing Traps
Impersonation of ChatGPT, Claude, and DeepSeek shows how attackers can turn trusted AI branding into credential theft, payment fraud, and possible malware lures without breaching the platforms themselves.
When a Familiar Voice Becomes a Fraud Tool
AI-assisted impersonation is pushing companies to confront a hard truth: identity cues such as a face, voice, or name are no longer enough to authorize sensitive action.
When Phishing Becomes a Content Factory, SOC Triage Becomes the Real Target
AI is not just helping attackers write better lures - it is turning phishing into a higher-volume workflow that can swamp Tier 1 review.
Ticket Hunters, Copycat Sites, and a World Cup Sized Fraud Trap
The 2026 tournament is becoming more than a sports story: high demand, urgency, and trust in official-looking pages are giving scammers a clean opening.
When the Help Desk Becomes the Breach: Voice Scams in the Crosshairs of Legal Targets
A phone call that looks routine can become an entry point for extortion, especially when attackers exploit support habits faster than defenders can verify them.
World Cup Ticket Fever Is Becoming a Criminal Marketplace
Lookalike FIFA domains, fake social ads, and malicious streaming apps are turning a major sporting event into a layered fraud operation.
The Browser Is the Prize: Malicious Add-Ons Put AI Logins in the Crosshairs
A wave of hostile extensions is putting browser-based access to ChatGPT, Claude, Copilot, Gemini, and DeepSeek under pressure, showing how one bad add-on can turn convenience into exposure.