
Talentica Software Unfurls Managed AI Service to Optimize Software Delivery
Talentica Software this week launched a managed software delivery service that leverages artificial intelligence (AI) to enable DevOps teams to deploy applications developed using AI coding tools at scale. Company CTO Manjusha Madabushi said the DevX AI Pods service makes use of a set of AI agents that Talentica has trained to provide the context […]

What I Learned Building Cloud-Portable Services Across Multiple Providers
Multi-cloud strategies often stumble over provider-specific behavior. A layered abstraction built on official SDKs can normalize differences while preserving access to valuable native capabilities.

The Observability Tax: When Monitoring Costs Exceed Downtime Costs
Observability costs can spiral when teams collect more telemetry than they actually use. A more mature approach prioritizes the data that directly improves incident detection, diagnosis and recovery.

GitHub Gives Enterprises a Full Count of Who Holds the Keys
GitHub Enterprise Cloud now lets organizations export a full inventory of credentials, helping security teams identify stale, overprivileged and forgotten access across users, apps and automation.

TeamPCP Supply Chain Attack Leads to CrowdSec Source Code Being Stolen
CrowdSec says attackers stole source code from about 170 private GitHub repositories after a TanStack npm supply chain attack exposed an OAuth token tied to a former employee.

AWS Adds Harness to Open Source SDK for Building AI Agents
Amazon Web Services (AWS) this week revealed it has added a harness to the open source software development kit (SDK) it makes available for building artificial intelligence (AI) agents. First introduced last year, the Strands SDK makes it simpler for application developers to use AI models to build and deploy AI agents. The Strands harness […]

Cycode Extends DevSecOps Reach to Software Packages Developers Download
Cycode is adding workstation-level protection to stop developers and AI coding agents from downloading malicious or insufficiently vetted software packages.

Your AI Coding Assistant Has the Keys to the Repo. Z.ai Just Showed Why That Matters
ZCode’s default-on indexing feature reportedly uploaded entire developer workspaces to cloud storage, highlighting why AI coding assistants should be treated as privileged software and closely monitored.

Why Shift Left is Dead
AI-driven development is exposing risks before code is written, forcing security teams to move beyond shift-left and govern agents, prompts, tools and data across the entire development lifecycle.

New npm Threat Bypasses Install Script Protections
A malicious npm package that has been downloaded millions of times comes with a new way of spreading the malware that makes it easier to bypass security protections, say researchers with security vendor Checkmarx. Rather than using more common preinstall or postinstall scripts, the bad actors instead created a malicious package – indexed-btree – that […]

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 […]

GitLab Tightens Rate Limits as Coding Agents Drive Demand
GitLab is introducing new rate limits for its cloud-based DevOps platform as growing demand from AI agents and automated development tools increases pressure on its infrastructure. The changes, which begin October 19, will restrict the volume of requests users can send to GitLab.com based on their subscription plans. Free-tier customers and users making unauthenticated requests […]

Codex Sandbox Escapes Show Why Agent Guardrails Can’t Live Inside the Agent
Two patched OpenAI Codex vulnerabilities, Heapjack and Overpatch, exposed how coding agents can escape sandboxes and reach developer systems without approval prompts.

Claude Code Adds AGENTS.md Fallback, Cutting Instruction File Sprawl
Claude Code now supports AGENTS.md, giving development teams a shared instruction format across multiple AI coding agents and reducing configuration drift.

GitHub Separates Who Writes Code From Who Runs Your CI
GitHub’s new workflow execution protections let teams control who and what can trigger Actions workflows, reducing CI/CD attack paths and tightening pipeline security.

US District Court Decision in AI’s Favor Worries Open-Source Developers
A federal appeals court handed GitHub, Microsoft, and OpenAI an important win in the first major appellate ruling over how AI coding tools can use open-source code. As we all know, all the AI code-generating programs learned their lessons largely from open-source code. So a group of anonymous open-source plaintiffs argued that GitHub Copilot and […]

Splunk Open Sources Token Meter Tool for Application Developers
Splunk’s open-source Token Meter gives developers real-time visibility into AI coding agent activity, token consumption and estimated costs across tools including Claude Code, Codex and Cursor.

IT Outsourcing Versus In-House Development
The debate isn’t new — but the stakes are. In 2026, the gap between companies that get this decision right and those that don’t is measured in product cycles, burn rate, and competitive ground lost to faster-moving teams. Most engineering leaders frame the question as a cost problem. It isn’t. It’s a capability and velocity […]

Why Your CI/CD Pipeline Is Your Most Unprotected Attack Surface
CI/CD pipelines often hold privileged credentials, execute third-party code and connect directly to production, making pipeline security one of the most overlooked risks in modern DevOps.

Anthropic Adds a Coordinator to Claude Projects for Running AI Work in Parallel
Anthropic’s redesigned Claude Projects coordinates parallel Claude Code sessions, delegates work across branches and brings the results back through familiar pull-request review workflows.

StackHawk Delivers Wingman to Fix Vulnerabilities as Developers Write Code
StackHawk this week launched Wingman, an artificial intelligence (AI) tool that makes it possible for application developers to automatically fix vulnerability issues as code is being written. Wingman is designed to install into Claude Code, Cursor, GitHub Copilot, Codex, and Antigravity. It scans the live application, interprets findings, and fixes vulnerabilities in a way that […]

Harness Previews Revamped Platform for the Agentic Engineering Era
Harness today previewed a revamped user interface for its platform for managing software deployments that makes it simpler for software engineers to manage teams of artificial intelligence (AI) agents using a forthcoming Harness Software Factory platform. Speaking at an {unscripted} NYC 2026 event, Harness CEO Jyoti Bansal told conference attendees the Harness Software Factory will […]

How I Consolidated Duplicate Delivery Pipelines With Parameters and Build Tags
Two modules in a repository had near-identical Azure DevOps build and release definitions. A third would have required another pair. The delivery chain used five definitions: one change decider, two builds, and two releases. I consolidated it into one decider, one generic build, and one release with a deployment stage for each onboarded module. The […]
