Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

What AI Governance Tools Exist in the Market Today

‍AI governance tools are software platforms designed to help organizations manage AI risks, ensure regulatory compliance, and enforce responsible AI use across the machine learning lifecycle. The market has expanded rapidly, and in 2026 it includes tools spanning compliance automation, model observability, data governance, infrastructure security, and integrated risk quantification.

The Best Cyber Risk Quantification Tools in 2026: A Buyer's Guide

Cyber risk quantification tools translate technical exposure into the same financial language a CFO uses for market, credit, and operational risk. The best of them run probabilistic models on real telemetry, produce defensible loss distributions in dollar terms, and connect quantified exposure to the day-to-day workflows security teams already run: risk registers, board reporting, budget prioritization, and cyber insurance decisions. The wrong tool produces a static number no one trusts.

Rethinking the Interception Proxy: Why Crusader is Betting on Local-First SQLite

For years, interception proxies have largely followed the same formula. Capture traffic, display requests, allow replay and modification, and store everything inside an internal project format. It is a workflow that has served penetration testers and bug hunters well, but it also creates an unexpected limitation: the data you generate during an assessment often becomes surprisingly difficult to use outside the proxy itself.

The Safety Problem Nobody Warns You About When You Start Training a Language Model

There's a version of the LLM safety conversation that stays comfortably abstract - AI alignment, existential risk, theoretical failure modes that matter at a scale most organizations will never reach. That conversation is important, but it's not the one most product and technology leaders need to be having right now. The one they need to be having is more immediate and considerably more practical: how the specific decisions made during llm training services directly shape whether the model you deploy is one your organization can actually stand behind.

Best Cybersecurity PR Agencies 2026

Most cybersecurity vendors underestimate PR until a crisis forces the issue. A vulnerability is disclosed in their product and the story spirals before a response is drafted. A competitor lands the Gartner Magic Quadrant quote while their own CEO stays invisible. A breach hits the news with no narrative ready. The instinct is to call a generalist agency, but the real problem runs deeper: cybersecurity PR is a specialized discipline that demands technical fluency, relationships inside security trade media, and crisis playbooks built for the unique pressures of the category.

Latency Lessons From Building a ReAct AI Agent for Agentic Search

Egnyte AI surfaces insights from an organization's documents for regulated industries—life sciences, financial services, architecture, engineering, and construction—and does that within existing permissions and compliance controls. Our AI Assistant is the conversational front door. Ask a question about your documents in plain language, summarise a contract, find the latest version, pull a compliance clause, and get an answer grounded only in the files you're permitted to see.

Tiered Network Policy: Scaling Kubernetes Security

As Kubernetes clusters scale from a few development sandboxes to massive, multi-tenant production environments, platform teams often find themselves facing a configuration management crisis. A small number of microservices suddenly demand hundreds of individual Kubernetes NetworkPolicy objects. Managing them becomes operationally expensive, auditing them is difficult, and a single developer misconfiguration can easily drop critical production traffic or open a massive security hole.

From Awareness to Digital Workforce Security

Security must evolve from a static training program into dynamic, AI-powered human and AI risk orchestration embedded across the organization. The traditional model of security awareness aimed to get a message into people’s heads and hope it stayed there long enough to stop insecure actions. Organizations trained, tested, reported a completion rate to the auditor, and moved on.

Threat Actor Uses Phishing to Breach Orgs for Ransomware Gangs

An initial access broker associated with the Payouts King ransomware group is using Microsoft Teams phishing to deploy a malicious Microsoft Edge web browser extension, according to researchers at Zscaler. Once the hackers have a foothold within an organization, they sell the access to the ransomware gang to conduct follow-on attacks.