Use Cases
Practical examples of how development teams use AI agents to automate tedious tasks and accelerate their workflows.
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.
How to Use AI to Fix Flaky Tests: A Practical Guide
Learn practical techniques for using AI to identify, diagnose, and fix flaky tests. Stop quarantining unreliable tests and start making them stable.
Test Suite Maintenance: Keeping Your Tests Healthy and Useful
Learn how to maintain a healthy test suite with AI. Strategies for AI-powered fixing of flaky tests, managing test debt, and keeping tests valuable as your codebase evolves.
Sustainable Code Maintenance: Building Practices That Last
Learn how to build sustainable AI-powered code maintenance practices. Strategies for maintaining code quality with AI over the long term without burnout or neglect.
Security-First Code Maintenance: Protecting Your Codebase
Learn how to build AI-powered security into your code maintenance practice. Strategies for continuous AI security improvement, vulnerability management, and secure development.
Automate Security Patch Application Across Your Codebase
Apply security patches automatically when vulnerabilities are discovered. Learn how AI agents respond to CVEs, update dependencies, and fix security issues fast.