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Insights for modern development teams.
117 articles on automation, best practices, and AI-powered development.
Technical Debt: The Complete Guide to Understanding, Measuring, and Paying It Down
Everything engineering teams need to know about technical debt - what causes it, how to measure it, when to pay it down, and how AI can help prevent it from accumulating.
Run Devonair AI on Every Pull Request: The Complete PR Automation Guide
Devonair automates code improvements at every stage of the pull request lifecycle. From PR creation to merge, Devonair fixes, enhances, and maintains your code automatically.
Recent articles
Doc Rot: The Silent Killer of Developer Productivity
Doc rot happens when documentation drifts from reality. Learn why it occurs, how to detect it, and strategies to keep your docs accurate without constant manual effort.
Can AI Automate Refactoring Work That's Been on the Backlog for Months?
That refactoring work has been sitting in your backlog forever. Can AI finally clear it? Here's what AI can and can't automate for long-deferred refactoring.
Common Patterns in Outdated Codebases (And How to Fix Them)
Every aging codebase develops similar problems: stale dependencies, inconsistent patterns, dead code, and more. Learn to identify and fix these common issues.
DORA Metrics Miss Maintenance: What to Track Instead
DORA metrics measure deployment performance but ignore maintenance overhead. Learn what additional metrics reveal about true engineering efficiency.
The Missing Step in Your CI/CD Pipeline: Automated Maintenance
Most CI/CD pipelines test and deploy code but don't maintain it. Learn how adding automated maintenance creates a complete code health pipeline.
Refactor, Rewrite, or Automate: The AI-Era Decision Framework
The classic refactor vs rewrite debate has a new option: AI-powered automation. Learn when each approach makes sense for modernizing legacy code.
CI/CD Catches Problems. AI Maintenance Fixes Them.
Code Review Shouldn't Catch Lint Errors: What to Automate
Dependency Management Beyond Dependabot: The AI-Powered Approach
The Productivity Metric Nobody Tracks: Maintenance Overhead
How to Use AI to Fix Flaky Tests: A Practical Guide
Technical Debt Isn't a Backlog Problem—It's an Automation Problem
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