Microsoft’s new guidance on threat modeling for AI applications arrives at a moment when enterprises are scrambling to put generative and agentic systems into production — and it does something important: it forces security teams to stop treating AI as “just another component” and start modeling...
The past 48 hours have delivered a compact but consequential set of tech developments: the Pentagon and Anthropic are in open tension over how far AI safeguards should extend into military use; OpenClaw’s creator has taken a high‑profile jump to OpenAI; Apple has quietly scheduled a special...
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windows enterprise it
Security researchers say a new wave of prompt‑injection techniques can coerce mainstream AI assistants — including Microsoft Copilot and xAI’s Grok — into behaving as covert command‑and‑control (C2) relays, exfiltrating data or executing attacker‑supplied workflows after a single crafted input...
Microsoft’s recent changes have finally untangled one of Windows 11’s most persistent irritations: setting a third‑party browser as the operating system’s default is now far less painful than it was at launch, and regulatory pressure in Europe has pushed the company even further toward...
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windows 11
windows 7
Microsoft’s Defender researchers have pulled back the curtain on a quiet but powerful marketing vector: seemingly harmless “Summarize with AI” and “Share with AI” buttons that surreptitiously instruct chat assistants to remember particular companies or sites, creating persistent, invisible...
Microsoft’s security team has issued a blunt warning: a growing wave of websites and marketing tools are quietly embedding instructions into “Summarize with AI” buttons and share links that can teach your AI assistant to favor particular companies, products, or viewpoints — a tactic Microsoft...
Microsoft’s security team is warning that a new, low-cost marketing tactic is quietly weaponizing AI convenience: companies are embedding hidden instructions in “Summarize with AI” and share-with-AI buttons to inject persistent recommendations into assistants’ memories — a technique the...
Linux still beats Windows 11 in a handful of quietly significant ways — not because it has prettier UI animations or a bigger marketing budget, but because of fundamentals: cost, hardware fit, user control, the absence of baked‑in AI agents, and a privacy model that treats telemetry as optional...
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windows 11
Microsoft's public promise to "fix Windows 11" this year is not a marketing flourish — it's a direct response to hard, visible pain across the platform, and the company is now mobilizing a formal "swarming" effort to address the problems users and testers have been raising. Pavan Davuluri, who...
Security researchers have shown that a single, seemingly legitimate Copilot link could be turned into a stealthy data‑exfiltration pipeline — a one‑click attack dubbed Reprompt — and Microsoft moved to mitigate the specific vector during the January 2026 Patch Tuesday updates. )
Background...
For months, millions treated Microsoft Copilot as a helpful companion inside Windows and Edge — until security researchers demonstrated that a deceptively small UX convenience could be turned into a one‑click data‑exfiltration pipeline called “Reprompt.”
Background / overview
Varonis Threat Labs...
Windows 11’s Night light gives you a one-click way to cut blue light, warm your display, and reduce evening eye strain — here’s a practical, forensic guide to turning it on, tuning it, troubleshooting when it’s missing, and choosing safer alternatives when you need color accuracy or more...
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A deceptively small convenience — a Copilot deep link that pre-fills your assistant’s prompt — has been weaponized into a one-click data-exfiltration technique researchers call Reprompt, demonstrating how AI assistants with access and memory can become a silent conduit for sensitive information...
A single, deceptively small UX convenience in Microsoft’s Copilot ecosystem was chained into a practical, one‑click information‑disclosurere exploit that could siphon profile attributes, file summaries and chat memory from authenticated Copilot Personal sessions — a vulnerabilidentity tracked as...
A high‑impact information‑disclosure flaw in Microsoft’s Copilot family of assistants — widely discussed under the researcher name “Reprompt” and tracked by some vendors as CVE‑2026‑24307 — exposed a design weak‑spot in how Copilot handled prompt content embedded in links, enabling a...
AI assistants wired to external tools and data are rapidly reshaping how organizations automate work — and recent disclosures show those same integrations can become high‑leverage attack rails when MCP servers are left unsecured. Background: what is an MCP server and why it matters
A Model...
Security researchers recently demonstrategyd a novel and troubling way to weaponize Google Calendar invites against Gemini-powered assistants, showing that a seemingly innocuous calendar event can silently trigger prompt injection and exfiltrate private meeting data — all without any clicks or...
A critical weakness in Microsoft Copilot Personal allowed attackers to turn a single, legitimate click into a stealthy exfiltration channel that could siphon profile attributes, file summaries and conversational memory — a chained prompt‑injection attack Varonis Threat Labs labeled “Reprompt”...
A single click on a Copilot deep link exposed a new class of prompt‑injection exfiltration, security telemetry shows ChatGPT remains the dominant pathway for enterprise generative‑AI data exposure, and Alibaba’s Qwen is pushing conversational commerce from chat into payments — three developments...
Microsoft’s Copilot ecosystem was rattled in mid‑January when security researchers disclosed a novel, one‑click exfiltration technique — dubbed “Reprompt” — that used Copilot deep‑links and conversational behaviors to siphon user profile data, file summaries and chat memory from authenticated...