Privacy in Personalized AI Is a System Property, Not Just a Model Property

In personalized AI applications, such as conversational assistants and recommender systems, users interact not with models in isolation but with broader systems that access, infer, and reuse user information across components and over time. While such use of user information is integral to...

Best Security Awareness Platforms for Personalized Employee Training

Comparing five leading security awareness platforms, based on the level of personalization they offer...

Enhancing User Resilience against AI-Augmented Phishing: A Two-Stage Framework for Detection and Personalized Training

The rapid development of artificial intelligence, including agents and deepfake techniques, has accelerated phishing attacks and lowered the threshold for attackers. Modern phishing attacks now blend multiple tactics, including social engineering, URL spoofing, and AI deepfakes enabling adversari...

TrainShield: Targeted Awareness for Cybersecurity Training

In recent years, cybersecurity threats have increasingly exploited human behaviour rather than purely technical vulnerabilities, exposing the limits of traditional awareness programmes delivered outside real-world contexts. To bridge this gap, we introduce TrainShield, an interaction paradigm for...

Hackers Use Fake FIFA World Cup 2026 T-Shirt Offers to Spread Voidrift Malware

A fake FIFA World Cup 2026 T-shirt giveaway scam is spreading Voidrift malware through personalized emails using company logos and trusted websites to bypass security filters...

This pay gap is programmed (Lock and Code S07E13)

This week on the Lock and Code podcast… Pay is personal for plenty of Americans, but a new distribution model that consumes vast quantities of worker data is turning pay into something else: personalized. For an increasing number of workers in America, the money they can expect to be paid on any...

Towards Robust Personalized Federated Learning: Vulnerability Assessment and Defense Co-Design

The proliferation of IoT devices has fueled distributed edge systems to collect vast amounts of sensitive data, creating fertile ground for on-device machine learning applications. While federated learning FL mitigates privacy concerns by exchanging model parameters instead of raw data, we identi...

Malicious Package

Overview @doctolib-apps/native-personalized-services is a malicious package. This package contains malicious code, and its content was removed from the official package manager. While this package might be attempting to impersonate a valid organization, there is no connection between that...

MAL-2026-4186 Malicious code in @doctolib-apps/native-personalized-services (npm)

--- -= Per source details. Do not edit below this line.=- Source: ghsa-malware ac2da4b8de2ea081f8fe7b84ef6182ab363616dc0515aaa03368bcba4a4b8e76 Any computer that has this package installed or running should be considered fully compromised. All secrets and keys stored on that computer should be...

Profiling User Vulnerability to Phishing through Psychological and Behavioral Factors

Phishing remains one of the most pervasive cybersecurity threats, shifting the focus from technological vulnerabilities to human cognitive and psychological factors. In coherence with the trend of studies on phishing to increasingly focus on human aspects and vulnerable users profiling, this stud...

Personal AI Infrastructure 5.0.0

PAI is a Personalized AI Platform designed to magnify your capabilities. It's designed for humans most of all, but can be used by teams, companies, or Federations of Planets desiring to be better versions of themselves. The goal of the project is to get people working with AI and lower the bar...

Context-Aware Spear Phishing: Generative AI-Enabled Attacks against Individuals Via Public Social Media Data

We demonstrate how publicly available social-media data and generative AI GenAI can be misused to automate and scale highly personalized, context-aware spear-phishing campaigns. With minimal attacker effort, a small amount of public activity per target is sufficient for GenAI models to extract...

More PayPal emails hijacked to deliver tech support scams

Scammers have found another way to get deceptive messages delivered through PayPal’s legitimate services. In December 2025, we reported that PayPal closed a loophole that let scammers send real emails with fake purchase notices. In those cases, scammers created a PayPal subscription and then paus...

Fake YouTube copyright notices can steal your Google login

A convincing phishing campaign is going after YouTube creators, and if it works, attackers don't just steal your Google login. They can take over your entire Google account, including Gmail, your files, and payments, then hijack your YouTube channel and use your audience to run scams. The lure is...

Credit Resources Vault: Why this credit email set off our scam alarms

If there is anything that annoys me more than a scammer, it's companies that behave like one, while staying just on the right side of the law. They manage to linger and disappoint customers for years. It's also why sometimes people think that Malwarebytes Scam Guard can be overly cautious when...

Towards Personalizing Secure Programming Education with LLM-Injected Vulnerabilities

According to constructivist theory, students learn software security more effectively when examples are grounded in their own code. Generic examples often fail to connect with students' prior work, limiting engagement and understanding. Advances in LLMs are now making it possible to automatically...

Personal AI Infrastructure 4.0.3

PAI is a Personalized AI Platform designed to magnify your capabilities. It's designed for humans most of all, but can be used by teams, companies, or Federations of Planets desiring to be better versions of themselves. The goal of the project is to get people working with AI and lower the bar...

Sitecore Experience Manager Deserialization RCE

The vulnerability of the Sitecore Experience Manager XM, Experience Platform XP, and the Experience Commerce XC platform for personalized purchasing processes is related to deficiencies in the deserialization mechanism. Exploiting this vulnerability allows an attacker to execute arbitrary code an...

Are we ready for ChatGPT Health?

How comfortable are you with sharing your medical history with an AI? I’m certainly not. OpenAI’s announcement about its new ChatGPT Health program prompted discussions about data privacy and how the company plans to keep the information users submit safe. ChatGPT Health is a dedicated “health...

CurricuLLM: Designing Personalized and Workforce-Aligned Cybersecurity Curricula Using Fine-Tuned LLMs

The cybersecurity landscape is constantly evolving, driven by increased digitalization and new cybersecurity threats. Cybersecurity programs often fail to equip graduates with skills demanded by the workforce, particularly concerning recent developments in cybersecurity, as curriculum design is...