Workflows
Step-by-step guides for implementing efficient development workflows and automation pipelines.
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.
CI/CD Catches Problems. AI Maintenance Fixes Them.
Your CI/CD pipeline is great at detecting issues. But detection isn't resolution. Learn how AI-powered maintenance closes the loop by fixing what CI catches.
Code Review Shouldn't Catch Lint Errors: What to Automate
Senior engineers waste hours catching formatting issues in code review. Learn what should be automated so code review focuses on what humans do best.
The Productivity Metric Nobody Tracks: Maintenance Overhead
Engineering teams track velocity, cycle time, and deployment frequency - but ignore maintenance overhead. Learn why this hidden metric matters and how to measure it.
Building a Team-Wide Code Maintenance Workflow
Establish AI-powered maintenance practices that work for your whole team. Learn how to coordinate AI maintenance across developers, set standards, and track progress.