ai-security

MCP Server Discovery Protocol Security

MCP server discovery turns a client connection string into a live capability graph. The protocol mechanics that make this convenient also widen the blast radius when discovery is spoofed, tampered with, or silently reshaped mid-session.

Artificial Intelligence and Cyber Security: Risks and Benefits

A balanced look at what artificial intelligence and cyber security actually means in practice today, the concrete benefits teams are seeing and the new risks AI introduces into the same systems.

Hugging Face Pickle Backdoor Research 2025

Pickle-serialized model files remain a live attack surface on Hugging Face. Here is what 2025 research disclosed about persistent backdoors and what defenders should do about it.

Top AI Cybersecurity Companies to Watch in 2026

The top AI cybersecurity companies of 2026 span three distinct plays — AI-assisted detection, AI-native SOC automation, and AI-augmented AppSec — and the distinction matters when you're evaluating vendors.

Docker MCP Server: Setup and Security Considerations

Running a docker mcp server puts an AI agent's tool access inside a container boundary, which helps containment but doesn't remove the need to scope credentials and network access carefully.

Executive Guide to Operationalizing AI Governance

A 2026 look at why AI governance policies keep failing in practice—and the five-pillar operating model executives are using to fix it.

MCP vs Skills vs Hooks vs Rules Explained

MCP, Skills, hooks, and rules extend AI coding agents in very different ways — two execute code, two only steer behavior. Here's how each one breaks.

What is Auto-Remediation (AI-Powered Fixes)

Auto-remediation uses AI to generate and PR real fixes for vulnerabilities — not just flag them. Here's how it decides what's safe to auto-fix.

AI Agent Security Risks: Why Autonomous Systems Are the Next Supply Chain Frontier

AI agents are consuming APIs, installing packages, and executing code autonomously. The security implications are massive and largely unaddressed.

Griffin AI vs Cohere Command for SecOps

The Disproof Step: Griffin AI vs Mythos

Most AI bug hunters skip the hardest step: trying to kill their own findings. Here is why Griffin AI's disproof pass is the single biggest lever on false-positive rate.

Enterprise AI Agent Deployment Lessons, 2026

Lessons learned from a year of enterprise AI agent deployments: what worked, what failed, and what we would do differently starting now.