Migration Observability: Measure Meaning, Not Movement
Traditional operational observability focuses on latency, errors, throughput and saturation. Migration observability needs a different category: Semantic drift.
Capturing Real API Behavior for Regression Testing: Architecture and Implementation
Move beyond scripted predictions. Learn how intelligent regression testing captures real API behavior and detects failures before production
Copado Brings AI Agents to DevOps Platform for Building Custom Salesforce Apps
Copado has added artificial intelligence (AI) agents to its DevOps platform for building and deploying custom applications for the software-as-a-service (SaaS) application platform from Salesforce. At launch, Copado is making available Agentia AI agents specifically that can be assigned plan, build and testing tasks via an orchestration agent that manages the overall workflow. Each Agentia […]
AWS Security Agent Brings Full Repository Code Scanning to Preview
Security teams have long relied on static analysis tools to catch vulnerabilities before code ships. Those tools are useful, but they have a fundamental limitation: they match code against known patterns. They don’t understand your application. AWS is taking a different approach with its latest addition to AWS Security Agent. The company recently released full […]
Hacktron Plans to Build AI Platform to Test Code for Vulnerabilities
Hacktron revealed today it is developing a platform that leverages artificial intelligence (AI) to continuously test code for vulnerabilities. Fresh off raising $2.9 million in seed capital, Hacktron founder Zayne Zhang said the company’s platform will employ multiple AI models to test every pull request and code change to identify vulnerabilities that are actually exploitable. […]
OpenAI’s Daybreak Challenges Anthropic in AI Cybersecurity Race
OpenAI has moved deeper into enterprise cybersecurity with the launch of Daybreak, a platform that identifies software vulnerabilities, validates fixes, and speeds up patching workflows using AI models and its Codex Security system. Daybreak places OpenAI more directly in competition with Anthropic, whose Project Glasswing and Claude Mythos models also offer dual-use AI systems built […]
Red Hat Previews AI Agent Integration with Ansible Automation Platform
Red Hat today revealed it is extending the reach of its Ansible Automation Platform for IT operations to artificial intelligence (AI) agents, in addition to making it simpler to build AI agents using existing application development tools. Announced at the Red Hat Summit conference, version 2.7 of the Ansible Automation Platform adds a technology preview […]
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 […]
AI-Generated Apps Without DevOps: A Security Disaster Waiting to Happen
A small internal tool was built over a weekend. An engineer used an AI coding assistant to generate most of the backend. A simple interface was added, a few API calls were wired together and within hours the app was live. The app worked. The app felt fast. The app looked like progress. No one […]
Survey Surfaces Significant Levels of IDP Investment to Reduce SDLC Friction
A survey of 954 IT decision-makers suggests more resources are now being allocated to reducing friction across the software development lifecycle (SDLC). Conducted by CDW, the survey finds more than two-thirds of respondents (68%) report their organization has adopted an internal developer platform (IDP). The primary goal is to improve operational efficiency (57%), provide better […]
The Messy Reality of Vibe Coding
The default reaction to vibe coding has been alarm — a default assumption that letting AI write large chunks of an application is going to flood production with vulnerabilities and undocumented behavior. That fear is doing as much damage as the bad code people are afraid of. Teams that freeze, ban the tools or push […]
Survey Sees AI Driving DevOps Productivity Gains Despite Challenges
A global survey of 636 software development professionals published today finds nearly two-thirds (64%) believe they are achieving at least a 25% increase in developer velocity and productivity using artificial intelligence (AI). Conducted by Jellyfish, a provider of a software engineering intelligence platform, just under a quarter (24%) report there has been a 50% to […]
Bridging the IT Divide Without Breaking What Already Works
Modernizing SQL Server infrastructure means balancing stability, automation and uptime across legacy and modern IT environments.
Atlassian Underpins Code Creation With New Agentic Insight Channels
Atlassian used its Team ’26 user conference this month in Anaheim to explain how its platform has now further evolved to underpin the reality of what the company defines as the AI‑native organization. This still-emerging entity is a company (or indeed a department, an individual team or working group) where human teams are co‑creating alongside […]
Mistral Moves Coding Agents to the Cloud — and Gets Out of Your Way
Mistral’s latest release shifts AI-assisted development from your laptop to the cloud. Here’s what that means for development teams.
Incredibuild Unveils Islo Sandbox to Isolate AI Coding Agents
Incredibuild this week developed a sandbox, dubbed Islo, that makes it possible to safely run artificial intelligence (AI) coding agents. Company CEO Shimon Hason said Islo provides an isolated execution environment that enables DevOps teams to limit access to sensitive data, codebases, resources and services. Each AI coding agent is then provided with its own […]
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 […]
The Trust Problem With AI Agents in Production Pipelines
AI agents boost DevOps pipelines, but confident failures create risk. Here’s how to design for calibrated trust and human oversight.
Arm Adds Free Toolkit to Analyze AI Agent Performance
Arm this week made available a free toolkit for analyzing agentic artificial intelligence (AI) workloads as they are being developed by DevOps and platform engineering teams. Earlier this year, Arm unveiled a 3nm processor based on its Neoverse V3 architecture that is specifically designed for AI workloads. The Arm Performix toolkit provides system-wide analysis across […]
LocalStack Adds Ability to Visually Debug AWS Apps on Local Machines
LocalStack today announced it has extended its ability to simulate Amazon Web Services (AWS) environments to provide an ability to debug applications before deploying them. Colin Neagle, head of marketing for LocalStack, said App Inspector makes it possible for developers to debug their applications running in a simulated AWS environment inside a container on a […]
A Day with Developer Assist: Faster Fixes, Cleaner Commits
Security tools promise to help developers. In practice, many of them just relocate the burden. The vulnerability still needs to be understood, researched, and fixed, only now the developer is doing it across two or three tools instead of one, hours or days after they wrote the code in question. The real test of an […]
GitHub Faces Scaling Issues as AI Development Surges
It appears that GitHub has its hands full adjusting to the demands of scaling AI workloads. First, the company paused sign-ups for its Copilot subscription tiers in response to a wave of demand from agentic AI projects. Then it shifted to usage-based pricing to, again, better align revenue with the heavy compute demands of AI […]
OpenAI Debuts Symphony to Orchestrate Coding Agents at Scale
OpenAI has unveiled Symphony, an open-source specification that shifts how software development teams deploy AI in workflows, moving from interactive coding assistance toward continuous orchestration of autonomous agents. Symphony reframes project management tools as operational hubs for AI-driven coding. Rather than prompting an assistant for individual tasks, developers assign work through issue trackers, allowing agents […]