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946 articles · page 27 of 48

Microsoft Builds Scanner to Detect Backdoors in LLMs

🔍 Microsoft has developed a lightweight scanner to detect backdoors in open-weight large language models (LLMs) by evaluating three observable signals tied to internal model behavior. The tool extracts memorized content, isolates suspect substrings, and scores candidates with loss functions that formalize attention and output anomalies. The approach requires no additional training and runs across common GPT‑style models, but it needs access to model files and is best suited for trigger-based, deterministic backdoors.
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Detecting Backdoored Language Models at Scale — Practical Scanner

🔍 Microsoft researchers released new findings and a practical scanner for detecting backdoors in open-weight language models. The study identifies three signatures — a distinctive “double triangle” attention pattern, leakage of poisoning training data through memorization, and trigger “fuzziness” — and uses them to reconstruct likely triggers without retraining. The scanner requires only forward passes, works on GPT-like models, and was validated across 270M–14B models and common fine-tuning regimes. The team notes limits: it needs model file access, favors deterministic backdoors, and should be used as part of layered defenses.
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Microsoft Adds Native Sysmon to Windows 11 Preview Builds

🛡️ Microsoft has begun rolling out native Sysmon functionality to some Windows 11 systems enrolled in the Windows Insider program. The built-in feature is disabled by default and requires uninstalling any Sysmon copies from the Sysinternals site before enabling the native implementation. Administrators can enable it via Settings or by running Dism, then complete installation with sysmon -i. Captured events are written to the Windows Event Log and support custom configuration files to filter telemetry.
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Microsoft SDL Expands to Secure AI-Powered Systems

🔒 Microsoft’s SDL is expanding to secure AI-powered systems by treating AI risks as dynamic, cross-disciplinary challenges rather than a static checklist. The update highlights AI-specific threats—prompt injection, data poisoning, memory and cache leakage, and malicious tool interactions—and stresses the need for telemetry-driven detection and faster feedback loops. Microsoft emphasizes developer-friendly policy, automation, and collaborative threat modeling to integrate security into everyday engineering practice.
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Microsoft Provides BitLocker Keys to FBI Under Orders

🔐 Microsoft has the technical ability to release BitLocker recovery keys to the FBI when presented with appropriate court orders, a capability reportedly exercised roughly twenty times per year. While users can keep recovery keys only on their own devices, Microsoft advises storing them on its servers for convenience. That cloud backup simplifies recovery after lost credentials or device lockouts but also makes keys accessible to law enforcement through subpoenas or warrants.
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Microsoft January update shutdown bug affects more PCs

⚠️ Microsoft confirmed that a shutdown bug first reported on Windows 11 also affects Windows 10 devices with Virtual Secure Mode (VSM) enabled after recent January updates. The issue was initially tied to Windows 11 23H2 with KB5073455 and System Guard Secure Launch; emergency patches were issued shortly afterward. Affected users can temporarily force a shutdown using the command shutdown /s /t 0 while Microsoft prepares a broader fix.
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Microsoft Begins Three-Stage NTLM Phase-Out Plan for Windows

🔒 Microsoft announced a three-stage plan to make NTLM disabled by default and move Windows environments to stronger, Kerberos-based authentication. Phase 1 (available now) introduces enhanced NTLM auditing to identify where legacy authentication is used. Phase 2 (pre-release) will address migration blockers with features such as IAKerb and a Local KDC and update core Windows components to prefer Kerberos (targeted H2 2026). Phase 3 will ship NTLM disabled by default in the next Windows Server and associated client, with policy controls to explicitly re-enable legacy behavior.
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Microsoft fixes Windows 11 bug hiding password icon

🔒 Microsoft has resolved a Windows 11 sign-in issue that caused the password icon to disappear from lock screen options after installing August 2025 updates and later. Affected users with multiple sign-in methods could still sign in by hovering over the placeholder to reveal the hidden button. The fix is included in the optional January 2025 KB5074105 preview update released January 29; install via Settings > Windows Update or the Microsoft Update Catalog.
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Microsoft to Disable NTLM by Default in Windows Releases

🔒 Microsoft announced it will disable NTLM network authentication by default in upcoming Windows Server and client releases, shifting systems toward Kerberos-based and passwordless authentication. The vendor outlined a three‑phase transition: Phase 1 provides enhanced auditing in Windows 11 24H2 and Windows Server 2025, Phase 2 (H2 2026) adds mitigation features such as IAKerb and a Local Key Distribution Center, and Phase 3 will block NTLM network authentication by default. The protocol will remain in the OS and can be re-enabled by policy where necessary.
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Microsoft Fixes Outlook Bug Blocking Encrypted Emails

✅ Microsoft has issued a fix for a known issue that prevented Microsoft 365 customers from opening Encrypt Only messages in classic Outlook after a December update. Impacted users saw a message_v2.rpmsg attachment instead of readable content and a 'restricted permission' notice in the Reading Pane. Microsoft says the repair is available in the Beta Channel now and will roll to Current Channel and Current Channel Preview in February. Temporary workarounds are provided for users who cannot upgrade immediately.
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Windows 11 KB5074105 Preview Fixes Boot and Sign-In

🔧 Microsoft released the optional January 2026 preview cumulative update KB5074105 for Windows 11, delivering 32 non-security quality fixes administrators can validate before Patch Tuesday. The preview moves 25H2 devices to build 26200.7705 and 24H2 devices to 26100.7705 and can be installed via Settings > Windows Update or the Microsoft Update Catalog. Key fixes address sign-in and boot failures, activation problems during license migrations, expanded Cross-Device Resume for Android-to-PC activity continuation (examples include resuming Spotify, Office work, or browsing sessions), and broader Windows Hello Enhanced Sign-in Security support for peripheral fingerprint sensors. Additional reliability fixes target UAC elevation hangs, graphics-related system errors (dxgmms2.sys, KERNEL_SECURITY_CHECK_FAILURE), Windows Sandbox startup failures (0x800705b4), startup/login hangs and iSCSI boot issues. Administrators are advised to test the update in lab environments before wide deployment.
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Microsoft Links Windows 11 Boot Failures to Dec 2025 Update

⚠️ Microsoft says recent Windows 11 boot failures following the January 2026 cumulative update are tied to earlier failed attempts to install the December 2025 security update, which left some systems in an "improper state." After applying KB5074109, affected devices showed a BSOD with stop error UNMOUNTABLE_BOOT_VOLUME. Microsoft is working on a partial resolution to prevent new no-boot cases, but it warns this fix will not repair devices already unable to boot or stop systems from entering the improper state. The company also says the issue appears limited to physical machines.
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Turning Threat Reports into Detection Insights with AI

🔍 Microsoft Defender Security Research Team describes an AI-assisted workflow that converts unstructured threat reports into actionable detection insights. The system uses LLMs with Retrieval Augmented Generation to extract candidate TTPs, metadata, and required telemetry, then normalizes behaviors to MITRE ATT&CK. Extracted TTPs are compared to a standardized detection catalog via vector similarity search and LLM validation to surface likely coverage and gap recommendations. Human-in-the-loop review, deterministic prompts, and evaluation loops are emphasized to ensure accuracy before operational changes.
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2026 Data Security Index: Securing AI and Sensitive Data

🔒 The 2026 Microsoft Data Security Index explores how organizations can harness generative AI while protecting sensitive information and maintaining productivity. Based on responses from more than 1,700 security leaders, the report highlights three priorities: consolidating fragmented tools into unified platforms, managing AI-driven workflows securely, and leveraging generative AI to strengthen security operations. It recommends practical approaches using Microsoft Purview for continuous discovery and governance and Microsoft Security Copilot for automated investigation with human oversight.
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Microsoft Teams to add report feature for suspicious calls

📞 Microsoft will add a Report a Call feature in Teams that lets users flag suspicious or unwanted one-to-one calls as potential scams or phishing. The option appears in call history on Windows, Mac and the web and is enabled by default; administrators can disable it in the Teams Admin Center under Calling settings. Limited metadata — timestamps, duration, caller ID and participant Teams IDs — is shared with the organization and Microsoft, and reports are viewable in the Microsoft Defender portal or Teams Admin Center. Targeted Release begins mid-March, with worldwide general availability planned by late April.
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Microsoft January 2026 Out-of-Band Office Update Patch

⚠️ Microsoft released three out-of-band updates in January 2026, including a security update addressing CVE-2026-21509 in Microsoft Office, which has been reportedly exploited in the wild. The vulnerability is rated Important with a CVSS 3.1 score of 7.8 and is considered local, requiring a user to open a malicious Office document or for an attacker to have system access. Microsoft notes the issue cannot be triggered via the Preview Pane and has published mitigation guidance. Talos published Snort and ClamAV detections and advises customers to apply the latest rules and SRU updates.
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Patches Issued for Critical Microsoft Office Zero-Day

🔒 Microsoft warns administrators of a critical Office security-bypass zero-day, CVE-2026-21509, that is being actively exploited. The flaw leverages legacy OLE document support to bypass protections similar to Office macros, enabling code execution when a user opens a malicious file. Microsoft has released fixes — automatic for Office 2021 and later, and separate updates for Office 2016 and 2019 — and notes affected applications must be restarted for patches to take effect.
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Microsoft Issues Patch for Office Zero-Day Exploit

🛡️ Microsoft has released a patch addressing a high-severity zero-day in Microsoft Office that the company says has been exploited in the wild. Tracked as CVE-2026-21509 with a CVSS 3.1 score of 7.8, the flaw lets an attacker bypass OLE mitigations by relying on untrusted inputs in a security decision and requires only that a user open a malicious Office file. Microsoft urges users of Office 2016 and 2019 to install the update; Office 2021 and later will receive a service-side fix but require application restarts to take effect.
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Microsoft releases emergency Office patch for zero-day

🛡️ Microsoft released an out-of-band patch for a high-severity Microsoft Office zero-day, tracked as CVE-2026-21509, rated CVSS 7.8 for a security feature bypass exploited in attacks. The flaw bypasses OLE mitigations for COM/OLE controls and requires a specially crafted Office file and user interaction; Microsoft says the Preview Pane is not an attack vector. Customers running Office 2021 and later receive a service-side fix (restart Office); Office 2016 and 2019 require installed updates. Microsoft also published a manual registry mitigation, and CISA added the flaw to its Known Exploited Vulnerabilities catalog.
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Microsoft issues emergency Office patch for zero-day

🔒 Microsoft has issued emergency out-of-band updates to patch a high-severity Office zero-day, tracked as CVE-2026-21509, which is being actively exploited. The vulnerability allows an unauthenticated local attacker to bypass Office security features by convincing a user to open a malicious file; Microsoft says the preview pane is not an attack vector. Updates cover Microsoft 365 Apps and Office LTSC 2021/2024; fixes for Office 2016 and 2019 are pending. Microsoft and reporting outlets published registry-based mitigations administrators can apply until official updates are available.
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