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
Synthetic Lies, Real Workflows: AI Is Turning Trust Into an Attack Surface
Deepfake audio, deepfake video, and AI agents are pushing social engineering beyond inbox fraud and into approvals, identity checks, and tool-driven workflows.
The Phishing Kit That Turned a Microsoft Login Feature Into a Token Trap
EvilTokens shows how a legitimate device-code sign-in path can be repurposed into industrialized identity abuse, with business email compromise as the likely payoff.
A Police Kiosk, Not a Poster: Italy Bets on AI and Play to Teach Cyber Hygiene
A public school ceremony in Amatrice became a test case for how institutions can turn cybersecurity awareness into something students actually stop to use.
Phishing Service Knocked Offline After a Wave of Microsoft Account Takeovers
The disruption of EvilTokens points to a newer class of identity crime: rented phishing infrastructure that can scale access abuse across thousands of organizations.
The New Impersonation Playbook: Why Deepfake Phishing Puts Verification on Trial
A new awareness guide on deepfake phishing points to a familiar cybercrime problem with a sharper edge: attackers are not just spoofing messages, they are trying to spoof trust itself.
Apple Adds Impersonation Risk Detection to iOS 27
The new feature is meant to help users spot social engineering scams before a convincing fake request turns into a costly mistake.
The Trusted Mailbox Trap: How a Compromised PEC Can Hijack Confidence
When an institutional PEC is compromised, the damage is not only technical - it can turn a trusted channel into a high-credibility tool for social engineering.
When Chat Looks Like Help: The Teams Trap That Turns a Support Request Into Password Theft
A help-desk impersonation campaign uses Microsoft Teams external chat, a malicious MSI package, and a counterfeit lock screen to steal Windows credentials without needing a browser phish.
When a Teams Chat Pretends to Be IT: The Human Shortcut Attackers Want
A familiar workplace tool can become a persuasion channel when an external message is made to look like internal support, turning trust into the first stage of compromise.
When a Text Says Your Points Are About to Vanish, the Trap Is Already Set
A T-Mobile impersonation smishing wave shows how a familiar rewards message can be turned into a credential-harvesting lure without any confirmed breach behind it.
The 48-Hour Trap: How Fake ChatGPT Billing Emails Try to Turn Trust Into Theft
A branded payment reminder can look routine, but in the wrong hands it becomes a fast path from inbox to credential-harvesting page.
Why Europe Is Turning Child Safety Into a Platform Design Problem
The EU Kids Act debate frames minors' online safety as a question of access, profiling, and interface design, not only content moderation.
Why Phishing Training Fails When It Grades People Instead of the System
A click is only one signal. The stronger test is whether an organization can pause, verify, report, and keep its defenses working when pressure turns a fake message into a real risk.
The Inbox Is Wearing a Mask: How Phishing Now Hides Inside Trust Signals
A new benchmark highlights a familiar problem with sharper edges: attackers are packaging phishing inside trusted-looking senders, redirect chains, and obfuscated links to pressure email defenses from several angles at once.
The Breach That Starts Like a Normal Login
A stolen credential can look harmless at first, but once identity is trusted, the incident can spread into data access, operational disruption, and a race to contain the damage.
Google’s Opaque Search Redirects Could Quietly Erase a Crucial Safety Cue
When a search click passes through an unreadable redirect path, users lose one of the simplest ways to judge whether a link looks trustworthy before opening it.
The Request Looked Official. The Trust Itself Was the Target.
A forged authority message can move sensitive identity and transaction data without a traditional system breach, which is why verification workflows now deserve the same scrutiny as perimeter defenses.
Verified, Then Weaponized: How a Brand Account Became a Malware Delivery Rail
A reported hijack of HBO Max’s verified Reddit identity, u/hbomax, shows how trust signals can be converted into a distribution channel for ClickFix-style malware campaigns.
When a Verified Brand Becomes the Payload
A hijacked HBO Max Reddit identity was used to push ClickFix-style malicious ads, showing how trust signals can be repurposed into an execution path for Windows and macOS users.
AI-Polished CEO Fraud Is Turning Finance Desks Into the New Attack Surface
A wave of AI-assisted impersonation is making business email compromise look routine, pushing finance teams toward fraudulent ACH requests that can slip past security tools and land in everyday workflows.