
The Future of Infrastructure Automation in the Age of Autonomous Agents
For more than a decade, the evolution of infrastructure automation has followed a clear trajectory. Organizations have invested in workflows, pipelines, controllers, and compliance engines because the market demanded stronger guarantees around reliability and scale. Outages turned into measurable losses. Small misconfigurations cascaded into systemic failures. Even highly skilled teams struggled to keep pace with […]

Endor Labs Adds AI SAST Tool to Discover Vulnerabilities in Code
Endor Labs launches an agentic AI-powered SAST tool that drastically reduces false positives, identifies deeper code flaws and helps DevSecOps teams secure AI-generated code across 40+ languages.

Humans in the Loop: Governing AI Agents Across the SDLC
AI agents are moving from novelty to necessity in software delivery—and with that shift, the developer’s role is changing. Emilio Salvador, vice president of strategy and developer relations for GitLab, explores what happens when every engineer works alongside a small “team” of agents: some personal, some shared across squads, and others assigned to specific lifecycle […]

Observability: The Real Killer App
My friends, I’ve been around long enough in the world of DevOps, cybersecurity and cloud-native to see the “next big thing” fade into “just another dashboard.” But today I’m here to tell you: observability isn’t just another tool—it might very well be the killer app of our era. The Rise of Observability Remember when “monitoring” […]

Tessl Details Plan to Build Platform for Managing AI Agents Embedded in DevOps Workflows
Tessl today outlined a plan to extend a registry it created for specifications that govern the behavior of artificial intelligence (AI) agents being used to build software to create a platform for creating, distributing and observing those specifications. Speaking at a DevCon Fall 2025 conference hosted by the company, Tessl CEO Guy Podjarny said that […]

Survey Sees AI Coding Creating Need for More Software Engineers
A GitLab survey of 3,266 DevSecOps professionals shows AI is boosting code creation but increasing the need for skilled engineers, compliance challenges and human oversight.

Tabnine Adds Agents Capable of Automating Workflows to AI Coding Platform
Tabnine introduces Tabnine Agentic, a new generation of AI agents that automate multi-step DevOps workflows including refactoring, debugging, and documentation. Built on Tabnine’s Context Engine, these agents bring governance, cost control, and compliance to AI-powered code development.

The AI-Powered Evolution of Software Development
Artificial intelligence is revolutionizing software development—accelerating coding, improving quality, and enabling autonomous operations. From GitHub Copilot to AI-driven DevOps, businesses leveraging AI tools are building smarter, faster, and more adaptive applications.

Context Engineering: The Next Frontier in AI-Driven DevOps
Imagine a world where your on-call alerts are not just a cryptic message, but a rich, contextualized story of what’s happening, why it’s happening, and how to fix it. This is the promise of context engineering, a concept poised to redefine the role of artificial intelligence in DevOps. While AI has long been touted as […]

GitHub Adds Platform for Managing AI Agents Embedded in DevOps Workflows
GitHub today launched a platform for managing artificial intelligence (AI) agent workflows across the entire software development lifecycle (SDLC). Announced at the GitHub Universe 2025 conference, Agent HQ makes it possible to unify the management of AI agents developed by not just GitHub but also third-party providers, including Anthropic, OpenAI, Google, Cognition and xAI. As […]

Don’t Reinvent the Wheel: A Developer’s Guide to AI Reusability
Every great innovation brings on new challenges, and AI is no exception. As technology leaders instruct their workforces to default to using AI in their day-to-day tasks and as AI workflows become increasingly critical to software engineering practices, a familiar challenge persists: reusability. There are libraries, packages and shared components available for reuse with traditional […]

Opsera Adds AI Agent Capable of Analyzing Quality of Code Generated by AI Tools
Opsera today added an artificial intelligence (AI) reasoning agent to its platform that is specifically trained to surface in real time how DevOps teams are deriving value from investments in AI coding tools. At the same time, Opsera is adding to its namesake platform for managing and automating DevOps workflows an ability to integrate with […]

OpenTelemetry and AI are Unlocking Logs as the Essential Signal for “Why”
Logs reveal the “why” behind failures. Learn how OpenTelemetry and AI transform raw log data into structured, actionable insights for modern observability.
Before You Go Agentic: Top Guardrails to Safely Deploy AI Agents in Observability
Observability platforms are evolving from passive monitors to active participants. Agentic AI promises a self-healing infrastructure that detects anomalies and fixes issues before users notice, reducing resolution time from hours to minutes. The potential is transformative, turning observability from reactive alerting into proactive, intelligent operations. But with that promise comes risk. Autonomous agents can misdiagnose […]

How Software Engineers and Students Use AI to Move Faster than Ever (Without Breaking Things)
We’re living through the AI revolution — or more accurately, the age of augmented intelligence. From agentic AI tools transforming software development to AI-native education shaping the next generation, super{set} explores how developers, students, and businesses can harness AI to amplify human potential and innovation.

ChatGPT Developer Mode: Full MCP Access with Serious Responsibilities
OpenAI recently released Developer Mode for ChatGPT, and it’s not for everyone. This beta feature provides full Model Context Protocol (MCP) client support, granting complete access to both read and write operations across your connected tools. But here’s what you need to understand up front: this is powerful, and it’s dangerous. What Developer Mode Actually […]

Technical Debt: Make Developers Happier Now or Pay More Later
In a survey of over a thousand CIOs, CTOs, CISOs and other tech execs conducted by Protiviti, organizations spend an average of 30% of their total IT budgets on managing technical debt. Not only is it costly, but nearly 70% felt that technical debt highly impacted their ability to innovate. Technical debt happens to organizations […]

Coding Agent Teams: The Next Frontier in AI-Assisted Software Development
Developers are moving beyond single AI coding assistants to teams of specialized agents, boosting speed, scalability, and collaboration in software development.

Spacelift Adds Open Source AI Vibecoding Tool to Provision Infrastructure
Spacelift today unfurled an open source agentic artificial intelligence (AI) framework for managing infrastructure that eliminates the need for a developer to write any Terraform or OpenTofu code. Marcin Wyszynski, chief research and development officer for Spacelift, said instead of generating code Spacelift Intent translates requests directly into an application programming interface (API) that interacts […]

How Model Context Protocol (MCP) is Fueling the Next Era of Developer Productivity
MCP standardizes how AI agents connect to tools and data, solving fragmentation in AI development with secure, reusable, and scalable integrations.

Building End-to-End Trust in the Software Supply Chain
At swampUP 2025, JFrog’s Guy Levi, head of the architects team, highlights some of the technologies shaping the company’s next chapter. Levi’s role centers on exploring advanced technologies “beyond the horizon,” but he emphasized that swampUP isn’t about future promises — it’s about showing what’s available today. One of the highlights Levi pointed to was […]

MongoDB Taps AI Agent to Launch Application Modernization Platform
MongoDB today unveiled an application modernization platform that makes use of artificial intelligence (AI) agents to analyze and convert legacy applications into code that can be used to deploy a modern application on its document database. Shilpa Kolhar, senior vice president of product and engineering for MongoDB, said the MongoDB Application Modernization Platform (AMP) will […]

Sketch Coding and the Rise of MCP in DevOps
At swampUP 2025, JFrog’s Yonatan Arbel reflects on his journey inside the company and how developer DNA continues to shape JFrog’s culture. Arbel, who has spent nearly a decade with JFrog, began as a software engineer before moving into leadership and eventually into a developer relations role. But as he emphasized, “once a developer, always […]
