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Insights for modern development teams.

105 articles on automation, best practices, and AI-powered development.

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Recent articles

Pain Points

Preventing Technical Debt: Stop Problems Before They Start

Learn how AI helps prevent technical debt rather than just paying it down. AI-powered strategies and practices that keep your codebase clean from the start.

Dec 5, 2025·8 min read
Pain Points

Test Maintenance Overhead: When Tests Become a Burden

Tests that were supposed to help now slow you down. Learn why test maintenance becomes overwhelming and how AI can keep your test suite healthy and useful.

Dec 5, 2025·11 min read
Use Cases

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.

Dec 5, 2025·8 min read
Pain Points

Slow CI Pipelines Are Killing Developer Productivity

Your CI pipeline takes 30 minutes. Developers context-switch while waiting. Learn why CI slows down and how AI can build pipelines that don't block productivity.

Dec 4, 2025·9 min read
Use Cases

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.

Dec 4, 2025·7 min read
Workflows

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.

Dec 4, 2025·6 min read

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