Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Runtime Observability for MCP Servers: A Security Guide

Your security team sees an MCP tool server throw an error. Your APM dashboard shows a latency spike. Your logs capture the JSON-RPC request with its method name and parameters. But none of that tells you whether the tool just read a harmless config file or dumped credentials to an external IP. Traditional observability tools—the APM platforms, the OpenTelemetry traces, the centralized logging pipelines—track performance across your Model Context Protocol deployments.

The Research Behind Of Detecting And Attributing LLM-Generated Passwords - Gäetan Ferry

GitGuardian Senior Cybersecurity Researcher Gaetan Ferry’s latest research shows that AI-generated passwords are leaving fingerprints in the wild. In this interview, he explains how he used Markov chains, a century-old statistical model, to detect patterns in passwords generated by modern LLMs, attribute them to model families, and identify 28,000 likely LLM-generated passwords across public GitHub. The findings are a warning for teams adopting AI coding agents.

The Tools You Trust Are Weaponized | 2026 DevOps Threats Unwrapped

Are your development tools working for you, or against you? In 2025, trusted platforms, automation pipelines, and cloud identities became a playground for cybercriminals. The attack surface has expanded, and traditional perimeter defenses are no longer enough to protect your source code. In our highly anticipated 2026 DevOps Threats Unwrapped Report, we break down the alarming trends that shaped the last year. We analyzed the data, and the numbers are a wake-up call for every DevSecOps team.

Why IP Address Strategy Has Become a Security Priority for Modern Enterprises

IP addresses don't usually come up in security conversations until something goes wrong. A block gets flagged, a service goes down, or an audit reveals that nobody quite knows who controls which range across the organisation. That blind spot has become harder to defend in 2026. Threat actors have grown more sophisticated about exploiting poorly managed IP space, and the secondary market for IPv4 has introduced reputation, provenance, and supply chain concerns that didn't exist a decade ago.

DevOps Services: What They Are, How They Work, and Why Your Business Needs Them

The way businesses build and deliver software has changed dramatically over the past decade. Gone are the days when development teams would work in isolation for months before handing off a product to operations staff for deployment. Today's competitive market demands speed, reliability, and continuous improvement - and that is exactly what DevOps services are designed to deliver.

Guide: DORA Compliance Evidence for Agentic AI

→ What DORA assessors actually evaluate → How DORA controls map to specific evidence requirements → Common evidence gaps that can interfere with audits → The evidence challenges of agentic AI → The full blueprint for DORA compliance now and in the future The Digital Operational Resilience Act (DORA), otherwise known as Regulation (EU) 2022/2554, represents a fundamental shift in how financial institutions must show their compliance.

Runtime-Informed Posture: What AI Agents Can Do vs What They Actually Do

A platform engineer pulls the AI-SPM dashboard for an agent that has been running in production six weeks. The static dashboard shows several dozen findings, severity-sorted by configuration weight. The runtime-informed dashboard shows a smaller, prioritized list — but a few of those findings do not appear on the static view at all, and most of the static findings appear demoted to a tier the static view does not have. Same agent. Same window. Same underlying configuration.