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GhostApproval Flaw Featuring Decades-Old Feature Found in Six AI Coding Tools
A security flaw found in six popular AI coding agents can let attackers abuse a decades-old feature in Unix to trick an AI agent into giving them control of a developer’s system ...

Multi-Model AI Debate: The New Way to Design Software Systems
How agentic workflows can automate architecture debates, compare tradeoffs and produce stronger software designs ...

How to Build a DevSecOps CI/CD Pipeline on Azure With GitHub Actions
Fix security problems when they’re cheap to fix, which is before the code is deployed. A pipeline that enforces this automatically is what makes that principle real ...

Shadow Mode Continuous Integration: The Missing Test Layer for AI Agents
Autonomous agents require CI/CD pipelines that evaluate behavior, not just artifacts. Containerized shadow mode gives platform teams a practical control point: Run the agent in an isolated Docker environment, replay realistic workflows, ...

From Alerts to Intelligence: Building a Production Self-Healing System for Port-Down Failures
Big, distributed computing systems seldom have visible failures. Most of them start without any bang, frequently with a health-check disconnection, a failed TCP connection or a service port that is no longer ...

Self-Healing Infrastructure With Cognitive Automation: How LLMs and Ansible Transform Middleware Reliability
Infrastructure reliability has always been central to enterprise success, yet traditional automation methods often fall short in handling complex, dynamic environments. With the rise of large language models (LLMs), a new paradigm ...

Building CI/CD Pipelines for On-Prem Azure DevOps: What the Cloud Docs Don’t Tell You
The engineering that makes on-prem CI/CD reliable is invisible when it works. When it does not work, the failures are subtle and the documentation is thin ...

Why AI-Driven Devops is Exposing the Limits of Traditional Toolchains and What Comes Next for Engineering Teams in 2026
The future belongs to adaptive systems that can learn, adjust and self-correct in real-time. Teams that invest in observability, modularity and AI-aware governance today will be positioned to thrive in this new ...

Developing Real-Time Event Processing With Micronaut and Kafka Streams: A Step-by-Step Guide
Learn how to develop lightweight, high-performance stream processing applications in Java with contemporary frameworks ...

GitHub Copilot Bills Hit $800: Visual Studio’s June Update Adds Real-Time Usage Alerts and MCP Trust Checks
Visual Studio's June update adds real-time Copilot usage alerts and MCP server trust checks, responding to billing and agent security concerns ...

Former GitHub CEO Unveils Distributed Git Network Built for AI Coding Agents
As AI coding agents become a larger part of software development, a new startup founded by former GitHub CEO Thomas Dohmke is introducing infrastructure built to address the growing pressure on centralized ...

North Korea Expands the Reach of PolinRider Supply Chain Attack Campaign
The North Korean-sponsored threat groups behind the long-running fake interview scams targeting developers are expanding the PolinRider supply chain campaign that has escalated over the past several months. Reports from cybersecurity vendors ...

