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GitHub Introduces Minute‑Based Fees for Self‑Hosted Actions Runners
GitHub announced it will begin charging $0.002 per minute for self‑hosted Actions runners starting March 2026, a move that could reshape cost models for on‑prem CI pipelines. The Register highlights developer backlash over the new pricing, while DevClass notes the change targets large‑scale enterprises that rely heavily on custom runner fleets.
The Register
DevClass
AWS Launches Public Preview of “DevOps Agent” for Faster Incident Response
Amazon Web Services unveiled a DevOps Agent designed to automate root‑cause analysis and trigger remediation workflows, promising sub‑minute reaction times to production incidents. InfoQ reports the agent integrates with existing monitoring stacks and can enforce predefined reliability policies, marking a shift toward fully autonomous operations.
InfoQ
AI‑Powered Testing Workflows Enter CI/CD Pipelines
SD Times details how vendors such as Parasoft and Appvance are embedding generative AI into test automation, enabling automatic script generation and predictive failure detection directly within CI/CD pipelines. The article cites a Veracode survey showing AI‑generated code introduces vulnerabilities in nearly half of tasks, underscoring the need for robust AI‑assisted quality gates.
SD Times
Architectural Scaling Strategies
Multi‑Region Isolation and Edge Computing Power Chase.com’s 67 M Users
InfoQ’s presentation on Chase.com reveals a micro‑service architecture that leverages multi‑region isolation, edge‑node caching, and “infrastructure repaving” to cut latency by 71 % and achieve self‑healing observability. The speaker emphasizes automated security drift remediation as a core pillar of the platform’s resilience.
InfoQ
QCon Talk Shows How AI Can Shrink Legacy Migration Timelines to Weeks
At QCon AI New York, ServiceTitan’s David Stein demonstrated an “Assembly Line” pattern that, combined with AI‑driven code analysis, migrates legacy monoliths in weeks rather than years. InfoQ notes the approach rests on the “Principle of Acceleration,” automating repetitive refactoring steps while preserving functional integrity.
InfoQ
Cloud & AI Infrastructure Trends
Google Rolls Out Gemini 3 Flash as Default Model in Gemini App
Ars Technica reports that Gemini 3 Flash—a faster, more capable iteration of Google’s generative AI—has become the default model in the Gemini app and is available via the Gemini API, Vertex AI, and the new Antigravity IDE. TechCrunch adds that the model’s efficiency gains are expected to lower compute costs for developers building AI‑augmented services.
Ars Technica
TechCrunch
Enterprise Risk Grows as AI Vendors Can Auto‑Shutdown Accounts
Computer World warns that automated account termination policies at major AI providers, exemplified by Anthropic’s recent blanket shutdown of a customer’s data, expose enterprises to sudden service loss. Analyst Sanchit Vir Gogia cites a survey where 47 % of CIOs lack a response plan for such events, urging contractual safeguards and transparent governance.
Computer World
Next‑Gen Development Frameworks
Visual Studio 2026 Debuts as the First “AI‑Native” IDE
InfoQ details Microsoft’s launch of Visual Studio 2026, billed as the first AI‑native IDE, featuring deep GitHub Copilot integration, performance optimisations, and new tooling for core languages. The release aims to streamline code generation, debugging, and refactoring within a unified environment.
InfoQ
Software Quality & Testing Insights
Study Links AI‑Generated Code to Higher Defect Rates Across All Quality Dimensions
DevOps.com’s analysis of 470 open‑source pull requests finds that code produced by AI tools exhibits significantly more defects—spanning logic errors, maintainability issues, security flaws, and performance regressions—than human‑written code. The report, based on CodeRabbit’s AI‑review platform, raises concerns about unchecked reliance on generative coding assistants.
DevOps.com