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Blogs

When AI Agents Get Production Access: The Next Big DevOps Risk

It wasn’t that long ago that AI assistants just watched from the sidelines. They could answer your questions, explain how things worked, sum up logs, and write deployment scripts. Handy, sure, but the real decisions? Still up to the engineers. That’s changing now. AI agents are stepping right into the heartbeat of operations. They can […]

Sannan Ali · Jul 2, 2026
AI

Z.ai Debuts ZCode to Compete With GitHub Copilot, Cursor and Anthropic

Chinese AI developer Z.ai has introduced ZCode, a desktop application that automates software development tasks, positioning the platform to compete with established coding platforms from Anthropic, GitHub and Cursor. The company built ZCode, which it calls an Agentic Development Environment, around its recently released GLM-5.2 LLM. Rather than functioning as a traditional coding assistant that […]

James Maguire · Jul 2, 2026
AI

Lightrun Adds Ability to Assess Impact Pull Request Will Have in Production

Lightrun is providing early access to an ability to verify whether a pull request (PR) will actually run in a production environment as part of its artificial intelligence (AI) platform for automating site reliability engineering (SRE) workflows. Company CTO Leonid Blouvshtein said the Runtime Aware PR Verifier enables DevOps teams to assess the impact a […]

Mike Vizard · Jul 2, 2026
AI

Reliability Comes From the System, Not the Agent

One of the most common questions executives ask right now sounds straightforward: is the agent reliable enough yet? It feels like the right place to start, but the framing quietly points people in the wrong direction because it assumes something about reliability that has rarely been true in complex systems. When people ask whether an […]

Andrew Filev · Jul 1, 2026
AI

Ornith Models Automate Agentic Coding With Self-Scaffolding

Ornith, a new family of open source LLM models from the DeepReinforce research collective, takes a novel approach to executing coding and debugging tasks: It generates an architectural framework to give the user’s harness a structured instruction set – a scaffold – to create an agent to complete the job. Available in a set of […]

Joab Jackson · Jul 1, 2026
AI

OpenAI Expands Into Developer Hardware With Codex Micro Keyboard

OpenAI is preparing to launch its first branded hardware product, but rather than entering the crowded consumer device market, the company is starting with a tool designed specifically for software developers. The company has scheduled a July 15 unveiling for Codex Micro, a compact input device created in partnership with keyboard manufacturer Work Louder. OpenAI […]

James Maguire · Jun 30, 2026
AI

Mozilla Shows the Danger of Indirect Prompt Injections in AI Coding Agents

A clean GitHub repository that contains no malicious code can launch an attack and fully compromise a developer’s systems by using indirect prompt injections to trick AI-powered coding agents like Anthropic’s Claude Code into taking steps that hand control to attackers and expose a wide range of secrets. In a proof-of-concept (PoC) attack, Mozilla 0DIN […]

Jeff Burt · Jun 30, 2026
AI

Harness Adds Autonomous AI Agents to Automate DevOps Workflows

Harness today is providing DevOps teams with an ability to build and deploy autonomous artificial intelligence (AI) agents that automate the delivery of code to production environments. Trevor Stuart, a senior vice president and general manager at Harness, said the Autonomous Worker Agents eliminate the need for fixed scripts with custom AI agents or ones […]

Mike Vizard · Jun 30, 2026
AI

AI Coding Costs Could Exceed Developer Salaries, Gartner Warns

Enterprises rapidly adopting AI coding assistants may eventually face an unexpected financial reality: the AI tools could cost more than the developers using them. According to new research from Gartner, spending on AI coding agents is on track to surpass the average software developer’s salary by 2028, driven by the rapid growth of LLM token […]

James Maguire · Jun 30, 2026
AI

Survey: More AI Code Running in Production Environments with Caveats

A global survey of 309 software engineering leaders, published today, finds 81% of organizations have to some degree reworked development and release processes to accommodate code generated using artificial intelligence (AI) coding tools. However, only 45% said their organization is running any of that code in production environments. Conducted by Dimensional Research on behalf of […]

Mike Vizard · Jun 30, 2026
AI

Your AI Testing Framework Might Be Passing Tests It Should Be Failing

Engineering teams are not evaluating whether AI belongs in their testing workflows anymore, but are discovering, sometimes painfully, that the architectural decisions they made when integrating it are the ones that will determine whether it improves their release confidence or quietly erodes it.

Saqib Jan · Jun 30, 2026
Blogs

OpenAI Codex – A New Frontier in Application Modernization

For enterprises, modernizing their legacy applications landscape is a strategic imperative to enable agility, be cost-efficient, and bring innovation. Yet, despite hefty investments, many modernization initiatives fade away. Studies show that 79% of organizations have had at least one modernization project fail, often at great expense. Traditional modernization efforts are fraught with challenges. The core […]

Saurabh Aggarwal · Jun 30, 2026
Blogs

Building a Simple Event-Driven Application with Datadog Workflows

Back in October 2022, I wrote a short blog post explaining how I automated our Datadog Marketplace sales cycle using a few AWS services and my first-ever Golang program. That basic, event-driven system saved our sales team several hours a week by replacing a manual process with something far more efficient. Even though the original […]

Logan Rohloff · Jun 30, 2026
AI

Attackers Exploit SimpleHelp Flaw to Steal Info from AI Coding Assistants, Clouds

Threat actors are exploiting a known security flaw in the SimpleHelp remote monitoring and management (RMM) software to drop two previously unknown pieces of malware that can compromise a broad range of systems and steal massive amounts of sensitive data. Researchers with Blackpoint Cyber’s Adversary Pursuit Group said they detected an intrusion in which the […]

Jeff Burt · Jun 29, 2026
Blogs

Configuration Drift in a Multi-Cloud World

Configuration drift is the gap between the infrastructure state declared in code and the state actually running in your environment. It occurs when resources are changed outside of your infrastructure as code (IaC) workflow, so the live system no longer matches its definition. In a single cloud, drift is usually straightforward to find and correct. […]

Mariusz Michalowski · Jun 29, 2026
AI

Survey Surfaces Rise in IT Incidents Attributable to AI Coding Tools

A survey of 406 IT decision makers at organizations with more than 250 employees in North America finds 93% have experienced at least one infrastructure incident caused by reliance on artificial intelligence (AI) tooling. Conducted by Panterra Group on behalf of Spacelift, a provider of a platform for automating the management of infrastructure-as-code (IaC), the […]

Mike Vizard · Jun 29, 2026
Blogs

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 […]

Mike Vizard · Jun 29, 2026
Blogs

From Phishing to Vishing: Why DevSecOps Must Rethink Communication Security

Key Takeaways: Vishing is the new frontline threat: Attackers are shifting from emails to phone-based scams, using AI and social engineering to bypass traditional security controls. DevSecOps must expand its scope: Securing code is no longer enough; communication channels like voice, chat, and messaging must be integrated into threat models and security pipelines. Human and […]

Samuel Ogbonna · Jun 26, 2026