Your attack surface no longer lives on one operating system, and neither do the campaigns targeting it. In enterprise environments, attackers move across Windows endpoints, executive MacBooks, Linux infrastructure, and mobile devices, taking advantage of the fact that many SOC workflows are still fragmented by platform. For security leaders, this creates a costly operational gap: slower validation, limited early-stage visibility, more escalations, and more time for attackers to steal credentials, establish persistence, or move deeper before the response fully begins. The Multi-OS Attack Problem SOCs Aren’t Ready For A multi-OS attack can turn one threat into several different investigations at once. The campaign may follow a different path depending on the system it…
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This post was sponsored by Alli AI. The opinions expressed in this article are the sponsor’s own. Everyone assumes Googlebot is the dominant crawler hitting their website. That assumption is now wrong. We analyzed 24,411,048 proxy requests across 78,000+ pages on 69 customer websites on Alli AI’s crawler enablement platform over a 55-day period (January to March 2026). OpenAI’s ChatGPT-User crawler made 3.6x more requests than Googlebot across our data sample. And that’s not even counting GPTBot, OpenAI’s separate training crawler. Our Findings & Your Next Steps1. Finding 1: AI Crawlers Now Outpace Google 3.6x & ChatGPT Leads the Pack2.…
Adamya Sharma / Android AuthorityTL;DR Google has launched a new AI dictation app called “Google AI Edge Eloquent.” The app works offline by running AI models directly on your phone. It not only transcribes speech but also removes filler words, turning it into polished, structured text. It’s currently only available on iOS, but an Android version could also be in the works. Google has quietly launched a new AI-based dictation app that works almost entirely offline. Called Google AI Edge Eloquent (not the most attractive name, honestly), the app is designed to turn messy speech into clean, ready-to-use text, without…
Online platforms are running large language models at every stage of LLM content moderation, from generating training data to auditing their own systems for bias. Researchers at Google mapped how this is happening across what the authors call the Abuse Detection Lifecycle, a four-stage framework covering labeling, detection, review and appeals, and auditing. Earlier moderation systems, built on models like BERT and RoBERTa fine-tuned on static hate-speech datasets, could identify explicit slurs with reasonable accuracy. They struggled with sarcasm, coded language, and culturally specific abuse. LLMs address some of those gaps through contextual reasoning, but they introduce new operational and…
Every few years, marketing headlines announce the demise of one foundational strategy or another. First, email; then blogging; then search engines. Now, with the rise of AI comes the question, “Is AI killing web traffic?” — But the curiosity is actually warranted.
When you download an app from the App Store or Play Store, how much research do you do ahead of time? Do you look into who makes the app, and where that company is based? Do you scan the app’s privacy policy to make sure your data is handled responsibly? You might not, but, as it turns out, the FBI wants you to. The FBI issued a warning last Tuesday concerning “foreign-developer mobile applications (apps).” (Thank you, FBI, for that clarification.) The FBI’s thesis is this: Many of the most popular apps in the U.S. aren’t developed here—instead, they’re often…
The Federal Police in Germany (BKA) has identified two Russian nationals as the leaders of GandCrab and REvil ransomware operations between 2019 and 2021. According to BKA’s disclosure, 31-year-old Daniil Maksimovich Shchukin and 43-year-old Anatoly Sergeevitsch Kravchuk acted as the heads of the two ransomware groups “from at least the beginning of 2019 until at least July 2021.” Shchukin hid behind the monikers UNKN/UNKNOWN for years, posting on cybercrime forums and speaking as a representative of the ransomware operation. The German authorities say that Shchukin and Kravchuk participated in at least 130 extortion cases targeting companies in the country specifically. Following these attacks, at least 25 victims paid Shchukin…
In this case study, we went deep instead of broad. We focused on one question: why wasn’t a brand present in a single ChatGPT prompt across ~70 iterations? We chose one prompt: “What are the best hotels in New York City?” We analyzed mentions, citations, fanouts, and SERPs in Google and Bing. We also planned to analyze GPT memory, but it made no discernible difference to mentions, citations, or fanouts. What we did and what we found We chose NYC hotels because it’s a crowded, mature market with juggernauts and up-and-comers. We also have no connection to the NYC luxury…
If you were worried that the Rivian R2 would seriously compromise driving distance due to its smaller size and price, you can relax. Rivian Forums members have discovered that the U.S. Environmental Protection Agency (EPA) has officially estimated the R2 Performance Launch Package model’s range at 335 miles, or slightly ahead of the preliminary 330-mile figure announced in March. Testing standards vs. the competition All-wheel drive standard This initial model produces 656 horsepower through dual motors, comes with all-wheel drive as standard, and runs on 21-inch all-season wheels. The electric SUV also isn’t expected to sacrifice charging speeds. The EPA…
The North Korean threat actor blamed for the Axios supply chain attack has been aiming its social engineering campaign at various Node.js maintainers, Socket reports. The Axios attack occurred on March 31, when two malicious package versions were published to the NPM registry. They were removed roughly three hours later, but were likely installed by over 3 million users. In a postmortem, Axios lead maintainer Jason Saayman explained that the hackers had infected his computer with a backdoor roughly two weeks before. The attackers used social engineering tactics previously observed in the DeceptiveDevelopment, Operation Dream Job, Contagious Interview, and ClickFake…