Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Types of AI agents: From simple reflex to autonomous systems

AI agents fall into five foundational categories: simple reflex, model-based reflex, goal-based, utility-based, and learning agents. Each is defined by how much environmental awareness and decision-making complexity the system can handle, from fixed condition-action rules to feedback-driven self-improvement.

You Can't Secure AI Agents You Haven't Found

Most organizations have a reasonable handle on their sanctioned SaaS apps. Model Context Protocol - hit 10,000 public servers within a year of launch, with 97 million monthly SDK downloads. None of those numbers capture the servers your developers configured locally. Those don't appear in any registry. They were added at the IDE level, one developer at a time, with no approval step and nothing that touches a central system. That's the inventory problem. It comes before any question of enforcement.

AI SOC Metrics That Actually Matter: How to Measure Whether AI Is Working in Your SOC

Every security vendor shipping an AI product in 2026 makes the same promises. Faster triage. Shorter response times. Fewer false positives. Reclaimed analyst hours. But, six months after deployment, most security leaders still cannot answer a straightforward question from the board: Is this thing actually working?

Cato CTRL Threat Research: New Vulnerabilities in NVIDIA NeMo and Meta PyTorch Enable Full System Compromise

Cato CTRL has discovered high-severity vulnerabilities in NVIDIA NeMo (CVE-2025-33236 with a CVSS score of 7.8) and Meta PyTorch that turns AI model files into remote code execution (RCE) vectors. The NeMo vulnerability allows RCE by importing a malicious AI model. The NeMo framework silently executes threat actor-controlled code with no warning.

10 top ITDR tools for identity-centric security in 2026

Identity threat detection and response (ITDR) tools close the visibility gap that EDR and MFA leave open. They surface credential misuse, lateral movement, and Active Directory activity that appears legitimate to endpoint and perimeter defenses. The right fit depends on your identity infrastructure, detection depth, and whether you need real-time blocking or post-event response.

Top Tools Used to Bypass Cloudflare for Web Scraping: A Security Perspective

Cloudflare protects more than 20% of all websites on the internet, according to W3Techs infrastructure data. Its layered security model combines IP reputation filtering, TLS fingerprinting, JavaScript challenges and behavioural analysis to block automated traffic before it reaches the origin server.

How Cyber Resilience Supports Long-Term Security Goals

In recent years, cyber resilience has moved from being an option to a huge necessity. With organizations becoming a constant target for digital threats, the need for protection, prevention, and deterrence strategies has become more pertinent than ever. Resilience is about being prepared for disruptions, responding quickly, and recovering thoroughly. This makes it easy to secure information and builds faith in the long run.

Kling Video 2.6 API: How to Build Automated Visual Simulation Workflows

The landscape of generative media has shifted from simple prompt-based experimentation to sophisticated, integrated production pipelines. With the release of Kling 2.6, the focus has moved toward "Native Audio-Visual Generation"-a breakthrough that allows developers to synchronize high-fidelity visuals with context-aware sound in a single automated step. For platforms focusing on digital senses and technical security, the Kling Video 2.6 API offers a robust framework for building simulations that were previously too resource-intensive to automate.