A Simple Website Summary Just Exposed the Limits of AI Coding Guardrails
Claude Code’s Auto Mode was bypassed in an attack chain that turned a routine webpage summary into remote code execution, highlighting the limits of AI agent guardrails.
GitHub Tightens Copilot’s Billing and Governance Rules Ahead of a Busy Fall
GitHub Copilot is tightening enterprise controls with upfront seat billing, longer chat retention and a Balanced code review default.
Cybersecurity Researchers Uncover Flaw in Google AI Coding Tool
Cybersecurity researchers from Pillar Security this week revealed how a prompt injection inserted into a GitHub repository was used to gain Editor-level access to an internal Google Cloud project using a flaw in the command line interface (CLI) of an artificial intelligence (AI) coding tool that Google provides. Dan Lisichkin, a cybersecurity researcher for Pillar […]
Certificate Renewal Is a Deployment Workflow, Not a Cron Job
Certificate renewal is often treated as a scheduled task: run an ACME client, obtain a new certificate, and move on. In practice, that view is too narrow for production systems. A certificate is not useful because it exists on disk. It is useful because the right service is presenting it to users. Between issuance and […]
Sonar AI Agent Discovers Vulnerabilities Hidden in Business Logic Workflows
Sonar today made available an artificial intelligence (AI) agent designed to discover vulnerabilities and business logic flaws that pose the greatest risk to an organization should they be exploited. The SonarQube Hunter Agent first analyzes an entire codebase to find three categories of flaws: broken access control, business-logic vulnerabilities, and authentication or session-management issues. Satinder […]
When AI Coding Agents Become Malware Delivery Systems
AI coding agents are becoming part of everyday development work. Developers use them to find libraries, configure projects, troubleshoot installation problems, and set up new tools. An agent can search GitHub, read project documentation, and run commands without the developer having to work through every step manually. That convenience is creating another security concern for […]
Harness Unfurls Source Code Repository Alternative to GitHub
Harness today launched a code repository service that is specifically designed for DevOps teams that are relying on artificial intelligence (AI) agents to generate code. Martin Reynolds, Field CTO for Harness, said the Agent-Ready Harness Code Repository and AI Code Review service provides an alternative to existing GitHub source code repositories that were not designed […]
How to Build a Durable Change-Control Gate for AI Agents
AI agents that trigger real-world changes need more than confidence scores. A durable change-control gate should recheck policy, require approval for consequential actions, enforce idempotency and verify the result before retrying.
Production Validation: The Missing Layer in Enterprise Releases
Production validation adds a critical business-control layer between testing and deployment, combining data checks, exception review, approvals, reconciliation and operational readiness before a release reaches production.
Tricentis Preps Wave of Additional AI Testing Capabilities
Tricentis is providing early access to multiple artificial intelligence (AI) capabilities that it is gearing up to roll out later this year via a Tricentis Transform initiative, including an autonomous AI agent, dubbed Aida, that explores web and Windows desktop applications to surface defects, weaknesses and other potential gaps without requiring DevSecOps teams to create […]
The Missing Runtime for Long-Running AI Agents
Enterprise AI agents need more than stronger models. They need durable execution environments that can coordinate multi-step workflows, survive failures, pause for human review and resume reliably after disconnects or delays. AI Agents Have Moved Beyond Chat Demos AI agents work beautifully in demos. A user asks a question, a large language model generates a […]
Automated Diagnosis Isn’t Automated Understanding: What Postmortems Teach Us About Building Trustworthy Incident AI
AI incident tools can reduce alert noise, but real root-cause diagnosis requires causal reasoning, live dependency context, uncertainty handling and strong postmortem data.
AI Can Generate Your Infrastructure. Can Your CI/CD Pipeline Trust It?
AI-generated infrastructure code is exposing a growing security gap, pushing platform teams to add stronger automated gates, provenance tracking and human review before Terraform, Kubernetes and CI/CD changes reach production.
Your AI Coding Budget Is Becoming a Variable Cloud Bill
AI coding assistants are becoming a variable, usage-based engineering cost, forcing platform and DevOps teams to apply FinOps practices to models, credits, utilization and multi-vendor spend.
Is Java Enterprise Ready for AI? Absolutely
AI is transforming software engineering. For enterprise Java developers, the key question is whether Java and Jakarta EE are prepared to integrate AI into enterprise applications. The answer is yes. Java and Jakarta EE already support integration of Large Language Models (LLMs) and AI capabilities through existing APIs, libraries, and frameworks. Developers can continue using […]
CI/CD for AI-Enabled Applications: Why Traditional Deployment Pipelines Need to Evolve
Traditional CI/CD pipelines are optimized around a familiar assumption: source code changes, automated tests validate the change, a build artifact is produced, and the application is promoted through environments. AI-enabled applications complicate that model because production behavior can change even when application code does not. A new model version, feature transformation, prompt configuration, retrieval index […]
The Blind Spot Between Back‐End Metrics and User Experience
Engineering teams often face a frustrating scenario when application performance monitoring (APM) shows perfect Apdex scores and negligible error rates, yet user retention drops due to poor front‐end performance. The solution requires bridging the gap between healthy back‐end metrics and the actual experience delivered in the browser. Teams that have built back‐end observability without instrumenting […]
Why DNS, DHCP, and IPAM Can No Longer Live in Separate Silos
Ask a network engineer where their DNS records live, and the answer is rarely straightforward. Some zones reside on Windows DNS servers, others are hosted in cloud-managed services, while DHCP scopes are spread across regional data centers, branch offices, and virtual networks. Meanwhile, IP address visibility is frequently fragmented across different management platforms, making routine […]
The AI Agent Race Is On. But Are We Watching the Right Race?
Claude Code, OpenAI Codex, GitHub Copilot, Cursor and a growing field of challengers are competing to define the future of software development. A new Techstrong special report examines who is ahead, how the race should be measured and what enterprises need to consider before placing their bets. Which AI coding agent is winning? It sounds […]
Report Shines Spotlight on 91 Vulnerabilities Fixed in Latest Update to Spring Framework
Sonatype says 91 Spring vulnerabilities affecting more than 209,000 software components highlight how AI is accelerating vulnerability discovery and creating a new patching challenge for DevSecOps teams.
Why “Tokenmaxxing” Was Always the Wrong Way for Developers to Measure AI Productivity
The term “tokenmaxxing” left the developer lexicon just as quickly as it arrived, and like most viral technology concepts, it means different things depending on who’s using it. In practice, the term is being applied in two ways: maximizing total token consumption as a proxy for AI adoption and effort, or optimizing output per token […]
Ten Great DevOps Job Opportunities
DevOps.com is now providing a weekly DevOps jobs report through which opportunities for DevOps professionals will be highlighted as part of an effort to better serve our audience. Our goal in these challenging economic times is to make it just that much easier for DevOps professionals to advance their careers. Of course, the pool of […]
Beyond Log Search: What We Learned Building a RAG-Based Incident Diagnosis System
A RAG-based AIOps framework can cut incident diagnosis time by grounding LLM reasoning in real runbooks, tickets and postmortems, improving root-cause accuracy while giving SREs source-backed answers they can trust