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BackBox Launches Kilter AI for Network Security

BackBox Launches Kilter AI for Safer Network Automation

BackBox has launched Kilter AI, an AI-powered intelligence layer for its network cyber resilience platform, Kilter. Rather than giving an autonomous AI system unrestricted control over network infrastructure, the company is positioning Kilter AI as a decision-support layer that helps NetSecOps teams assess vulnerabilities, build remediation workflows and automate repetitive tasks while keeping humans responsible…

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Surfshark Acquires Optery for Data Privacy

Surfshark Acquires Optery to Expand Data Privacy

Surfshark is expanding its privacy and cybersecurity portfolio with the acquisition of a majority stake in Optery, a U.S.-based personal data removal company. The deal brings Optery’s data-broker scanning and removal technology into Surfshark’s growing privacy ecosystem while leaving Optery, Incogni and Ironwall operating as independent businesses. Surfshark is betting that protecting people online increasingly…

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Frigade Assist API Brings Product Knowledge to AI Agents

Frigade Gives AI Agents Live Product Expertise

Frigade is adding a new layer to enterprise AI agents: direct knowledge of how a software product actually works. The company has launched the Assist API, a framework-agnostic tool that lets existing AI agents answer product questions and guide users through live software interfaces without requiring companies to deploy a separate assistant. Frigade’s new Assist…

Read More: Frigade Gives AI Agents Live Product Expertise
NTT DATA Expands AI Infrastructure Operations

NTT DATA Expands AI Operations Platform Across Global Enterprise Infrastructure

AI is increasingly moving into the layer that keeps enterprise technology running. NTT DATA is expanding deployment of an AI-powered infrastructure operations platform designed to monitor global IT environments, predict potential disruptions and automate incident response, with Daimler Truck among the manufacturing organizations supported by the approach. The move reflects a broader shift in enterprise…

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Agentic AI Research: When LLMs Know Their Limits

Appier Research Challenges LLMs to Know When They Don’t Know

As enterprise AI systems move from answering questions to taking actions, a new problem is becoming harder to ignore: knowing when not to answer. Appier’s AI Research team has published two studies examining whether large language models can recognize missing information and choose the most appropriate language for reasoning—two capabilities that could become important building…

Read More: Appier Research Challenges LLMs to Know When They Don’t Know

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