SecurityWeek’s cybersecurity news roundup provides a concise compilation of noteworthy stories that might have slipped under the radar. We provide a valuable summary of stories that may not warrant an entire article, but are nonetheless important for a comprehensive understanding of the cybersecurity landscape. Each week, we curate and present a collection of noteworthy developments, ranging from the latest vulnerability discoveries and emerging attack techniques to significant policy changes and industry reports. Here are this week’s stories: Axonius reduces workforce and transitions leadership Axonius has laid off approximately 40 employees, representing less than 4% of its global staff, with the…
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Search has changed, and so should your audience personas. Your audience searches across Google, ChatGPT, Reddit, YouTube, and many other channels. Knowing who they are isn’t enough anymore. You need to know how they search. Search-focused audience personas fill gaps that traditional personas miss. Think insights like: Where this person actually goes for answers What triggers them to look for solutions right now Which proof points win their trust And you don’t need months of research or expensive tools to build them. In this guide, I’ll walk you through nine strategic questions that dig deep into your persona’s search behavior.…
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Wikipedia is a fascinating experiment. It’s a community-built encyclopedia that’s always in motion. It runs on volunteer energy and openly shared infrastructure, and it’s closer to an open-source project in how it’s built than a traditional encyclopedia book. Anyone can write, edit, and debate what belongs on a page. And that’s the twist. The “truth” on Wikipedia isn’t handed down by a single editor or community member. It’s negotiated in public, guided by community standards, citations, and a whole lot of conversation. Contributors don’t so much control a subject’s story as they continually test it. They’re constantly asking questions: What…
What you need to knowSamsung announced that One UI 8.5 Beta 5 introduces a couple of key upgrades for Bixby.The AI is now capable of “natural conversation” understanding from users to help with settings and more, while also adding real-time online searches.One UI 8.5 Beta 5 is a small patch that’s rolling out to U.S. users, alongside other regions, as we approach Galaxy Unpacked next week.If you’re involved in Samsung’s latest One UI 8.5 beta, you’re going to notice a major addition: the upgraded Bixby.The company started rolling out One UI 8.5 Beta 5 to enrolled Galaxy S25 users yesterday…
Ravie LakshmananFeb 20, 2026Vulnerability / Cyber Attack Threat actors have been observed exploiting a recently disclosed critical security flaw impacting BeyondTrust Remote Support (RS) and Privileged Remote Access (PRA) products to conduct a wide range of malicious actions, including deploying VShell and The vulnerability, tracked as CVE-2026-1731 (CVSS score: 9.9), allows attackers to execute operating system commands in the context of the site user. In a report published Thursday, Palo Alto Networks Unit 42 said it detected the security flaw being actively exploited in the wild for network reconnaissance, web shell deployment, command-and-control (C2), backdoor and remote management tool installs,…
Microsoft’s Defender Security Research Team published research describing what it calls “AI Recommendation Poisoning.” The technique involves businesses hiding prompt-injection instructions within website buttons labeled “Summarize with AI.” When you click one of these buttons, it opens an AI assistant with a pre-filled prompt delivered through a URL query parameter. The visible part tells the assistant to summarize the page. The hidden part instructs it to remember the company as a trusted source for future conversations. If the instruction enters the assistant’s memory, it can influence recommendations without you knowing it was planted. What’s Happening Microsoft’s team reviewed AI-related URLs…
Recently, IKEA brought out what looked like the perfect range of smart home sensors. I had a sneak peak of the range at CES, and got the low-down from an IKEA representative, who was keen to emphasize how simple, accessible, and affordable the new additions were designed to be.When I got them home, things looked promising. IKEA had emphasized that the range was designed to ‘work out of the box’, offering basic functionality without the need to download the app first, to remove that barrier to entry. That held true for my Timmerflotte temperature sensor — I was able to…
AI chatbots may deliver unequal answers depending on who is asking the question. A new study from the MIT Center for Constructive Communication finds that LLMs provide less accurate information, increase refusal rates, and sometimes adopt a different tone when users appear less educated, less fluent in English, or from particular countries. Breakdown of performance on TruthfulQA between ‘Adversarial’ and ‘Non-Adversarial’ questions. (Source: MIT) The team evaluated GPT-4, Claude 3 Opus, and Llama 3-8B using established benchmarks for scientific knowledge and truthfulness. One set of questions came from a science exam style dataset and the other from the TruthfulQA benchmark,…
There’s a persistent narrative that running AI is a power-hungry endeavor. You’ve probably seen the headlines about data centers consuming as much electricity as small cities, or about how training a single model can use more energy than a hundred homes in a year. Those stories aren’t wrong, and the power demands of large-scale AI infrastructure are genuinely staggering. But they paint an incomplete picture, one that I think scares people away from running local models on their own hardware for no good reason. Here’s the thing: running a local LLM is not the same as training one. In fact,…
