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Polygraf AI launches Desktop Overlay for real-time AI behavior control in enterprise operations

Polygraf AI has announced the launch of its Desktop Overlay, a new product designed to provide continuous, real-time guidance for compliance operations and data protection directly at the user interface level, as a personal compliance assistant. Built for highly regulated and government agencies, the Desktop Overlay runs at the edge and preemptively warns users of sensitive data exposure while they are writing, before the data is sent to third-party models, external systems, or leaves device … More → The post Polygraf AI launches Desktop Overlay for real-time AI behavior control in enterprise operations appeared first on Help Net Security.
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Apple starts issuing lightweight security updates between software releases

Apple is delivering small security updates, called Background Security Improvements, starting with iOS 26.1, iPadOS 26.1, and macOS 26.1. Apple describes Background Security Improvements as lightweight security releases for components such as Safari, the WebKit framework, and other system libraries, delivered through ongoing patches between software updates. “In rare instances of compatibility issues, Background Security Improvements may be temporarily removed and then enhanced in a subsequent software update,” the company noted. Users can manage Background … More → The post Apple starts issuing lightweight security updates between software releases appeared first on Help Net Security.
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VIAVI advances NetSecOps with unified threat forensics and retrospective analysis

VIAVI Solutions has announced its Observer Threat Forensics solution with an advanced retrospective analysis capability. The industry is shifting away from siloed network and security operations teams to a converged NetSecOps structure to close critical gaps in incident responses and strengthen resilience. Designed to increase visibility across operational teams, Observer Threat Forensics helps organizations identify potential vulnerabilities including post-detection analyses of a breach, the intrusion point and the exposed data. Observer Threat Forensics is built … More → The post VIAVI advances NetSecOps with unified threat forensics and retrospective analysis appeared first on Help Net Security.
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Druva connects identity data and behavior to restore access after attacks

Druva has revealed Druva Identity Resilience, adding support for Okta and Microsoft Active Directory alongside Microsoft Entra ID. Druva Identity Resilience delivers unified protection, cyber recovery, and threat detection and response in a single SaaS platform, bringing disparate identity providers together so security and IT teams can restore trusted access through one coordinated process. Identity-driven attacks have reached a tipping point, with nearly 90% of incident response investigations now tracing back to identity compromise. In … More → The post Druva connects identity data and behavior to restore access after attacks appeared first on Help Net Security.
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How a home remodeling company builds on AI

West Shore Home appointed Eppie Vojt as its first chief data and AI officer to make employees more efficient and improve customer service.
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AI uses as much energy as Iceland but scientists aren’t worried

AI’s growing energy use sounds alarming, but its global climate impact may be far smaller than expected. Researchers found that while AI consumes huge amounts of electricity, it barely moves the needle on overall emissions. The real impact is more localized, especially around data centers. Meanwhile, AI could become a powerful tool for building greener technologies.
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AI-powered robot learns how to harvest tomatoes more efficiently

A new tomato-picking robot is learning to think before it acts. Instead of simply identifying ripe fruit, it predicts how easy each tomato will be to harvest and adjusts its approach accordingly. This smarter strategy boosted success rates to 81%, with the robot even switching angles when needed. The breakthrough could pave the way for farms where robots and humans work side by side.
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Scientists used 7,000 GPUs to simulate a tiny quantum chip in extreme detail

Researchers have pushed quantum chip design into a new era by simulating every physical detail before fabrication. Using a supercomputer with nearly 7,000 GPUs, they modeled how signals travel and interact inside an ultra-tiny chip. Unlike earlier “black box” approaches, this method captures real materials, layouts, and qubit behavior. The result is a powerful new way to spot problems early and build better quantum hardware faster.
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Blumira enhances EDR and ITDR to speed up threat detection and containment

Blumira has announced the release of expanded endpoint detection and response (EDR) and identity threat detection and response (ITDR) capabilities in its platform. Security teams on Blumira Respond and Automate editions can now contain active threats by isolating compromised endpoints, stopping malicious processes, and locking out attackers across Microsoft 365 and Active Directory, without ever leaving the Blumira dashboard. “Ransomware and identity-based attacks including business email compromise are top-of-mind concerns keeping IT teams up at … More → The post Blumira enhances EDR and ITDR to speed up threat detection and containment appeared first on Help Net Security.
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BlackHawk Data introduces CloudSight for continuous security auditing

BlackHawk Data announced the launch of CloudSight, a continuous auditing and monitoring platform designed to help organizations maximize the security, performance, and visibility of their Cloudflare environments. As Cloudflare adoption continues to grow across enterprises, many organizations struggle to maintain visibility across their zones, DNS configurations, security rules, and performance settings. Industry estimates show that while approximately 38% of companies use Cloudflare, many organizations only utilize 40–60% of the platform’s capabilities, leaving security and performance … More → The post BlackHawk Data introduces CloudSight for continuous security auditing appeared first on Help Net Security.
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