Microsoft’s new model helps AI agents judge their next move

Microsoft-Decision-1 is a small decision-scoring model. Given a situation, a question and a fixed set of answer options, it returns a calibrated probability for each option. “This model is designed for routing, classification, prioritization, verification, and workflow control, making it easier to incorporate decision intelligence into existing applications, agents, and workflows in a secure, trusted environment,” Ac…

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Brotli bug reaches far beyond Node.js (CVE-2026-111497)

A vulnerability in Brotli, Google’s widely used open-source compression library, is putting a broad range of software at risk. About CVE-2026-111497 Alternatively known as “Node2Shell”, “Broccoli2Shell” and “Brotli2Shell”, CVE-2026-111497 is a remotely exploitable out-of-bounds write flaw that gained widespread attention after Node.js publicly disclosed it on October 21, 2026. “An attacker who can supply Brotli data…

Cisco Security Advisories

Cisco Expressway Series Security Hardening Release: October 2026

As part of Cisco's ongoing commitment to proactive security and product quality, the Cisco Expressway Series software engineering team has conducted a comprehensive internal security review. This review resulted in a software hardening release that addresses multiple internally discovered vulnerabilities. These vulnerabilities were found during internal testing and are not known to be actively exploited. To assist cu…

Help Net Security

Socure links AI agents to verified people and businesses

Socure has launched Agent Intelligence, a suite that detects AI agents, scores whether they should be trusted, and ties each agent to the verified person or business that authorized it. Agent Intelligence includes three layers in one platform designed to go beyond simple Know Your Agent (KYA) solutions: Agent Detection, generally available today inside Socure’s existing Digital Intelligence offering, Agent TrustScore…

Help Net Security

DNSFilter LUMINATE unifies DNS security, AI controls and remote work protection

DNSFilter has launched LUMINATE by DNSFilter, a security platform that allows organizations to deliver five security solutions from one agent, one console and one policy. Shadow AI is now one of the fastest-growing risks in business. Employees are adopting AI tools and agents faster than security teams can approve them, often without any visibility from existing security technology. Nearly a third of employees using…