Doin’ DevOps
Self-Healing Infrastructure With Cognitive Automation: How LLMs and Ansible Transform Middleware Reliability
Infrastructure reliability has always been central to enterprise success, yet traditional automation methods often fall short in handling complex, dynamic environments. With the rise of large language models (LLMs), a new paradigm ...
Building CI/CD Pipelines for On-Prem Azure DevOps: What the Cloud Docs Don’t Tell You
The engineering that makes on-prem CI/CD reliable is invisible when it works. When it does not work, the failures are subtle and the documentation is thin ...
Why AI-Driven Devops is Exposing the Limits of Traditional Toolchains and What Comes Next for Engineering Teams in 2026
The future belongs to adaptive systems that can learn, adjust and self-correct in real-time. Teams that invest in observability, modularity and AI-aware governance today will be positioned to thrive in this new ...
The Next DevOps Bottleneck: When AI Generates More Software Than Organizations Can Manage
The organizations that benefit most from AI will probably not be the ones generating the largest amount of code. They will be the ones who build systems capable of managing software at ...
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 ...
How AI Is Transforming DevOps and Cloud Engineering
While AI is often associated with chatbots or generative models, one of its most significant impacts is happening behind the scenes — within DevOps and cloud engineering ...
Shift-Left Performance Testing in CI/CD: A Practical LoadRunner Framework
CI/CD pipelines speed up software delivery, but performance testing is often delayed, resulting in late feedback and costly fixes. Many teams run tests earlier but fail to enforce performance as a deployment ...
Microsoft Brings the Azure SDK for Rust to General Availability
Microsoft has moved the Azure SDK for Rust out of beta and into general availability, giving Rust developers a stable, production-ready way to connect to core Azure services. The release covers Core, ...
You Cannot Fake Flow: What Organizations Get Wrong About Value Delivery
Most organizations that have invested heavily in Agile and DevOps share a puzzling experience. Deployment frequency is up. Teams are busy. Dashboards are green. And yet value still queues. Strategy still takes ...
Risk-Based Review for Infrastructure as Code Pull Requests
Naga Krishna Reddy Muppidi | | automated review systems, blast radius analysis, change approval workflow, change management, CI/CD governance, cloud infrastructure, Cloud Security, deployment risk, deployment safety, devops, devsecops, Engineering Governance, engineering productivity, gitops, IaC review, infrastructure as code, infrastructure auditing, infrastructure automation, infrastructure change tracking, infrastructure compliance, infrastructure controls, infrastructure delivery, Infrastructure Governance, infrastructure observability, infrastructure reliability, infrastructure risk scoring, infrastructure security, operational risk management, platform engineering, platform operations, platform team workflows, policy as code, production changes, production deployments, pull request review, reviewer fatigue, reviewer workflows, risk assessment, risk-based review, security review automationNot every infrastructure pull request deserves the same review path. A tag change in a development account and a network-policy change in production should not create identical reviewer load. When every change ...
Claude Code Security Catches Vulnerabilities While You Write Code
Claude Code Security uses AI reasoning to catch complex vulnerabilities in code — including logic flaws that traditional static analysis tools consistently miss ...
Designing an AI-Powered DevSecOps Guardrail Pipeline Using GitHub Actions
By embedding AI-powered guardrails directly into CI/CD pipelines, organizations can detect vulnerabilities earlier, enforce security policies automatically and accelerate secure software delivery. ...
