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Insights for modern development teams.

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

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Use Cases

The Code Maintenance Maturity Model: Where Does Your Team Stand?

Assess your team's code maintenance maturity. Learn the stages from reactive chaos to AI-powered proactive excellence and how to advance to the next level.

Nov 21, 2025·8 min read
Use Cases

Communicating About Code Maintenance: Getting Buy-In and Showing Value

Learn how to communicate effectively about AI-powered code maintenance. Strategies for getting stakeholder buy-in and demonstrating the value of AI maintenance work.

Nov 20, 2025·8 min read
Workflows

Integrating Code Maintenance into Sprint Workflows

Balance AI-powered maintenance work with feature development in your sprints. Learn how to include AI maintenance without disrupting delivery velocity.

Nov 20, 2025·6 min read
Use Cases

Enterprise Code Maintenance: Scaling Quality Across Large Organizations

Learn how large organizations can implement AI-powered code maintenance at scale. Strategies for consistency, governance, and AI automation across hundreds of developers.

Nov 20, 2025·9 min read
Use Cases

Open Source Code Maintenance: Keeping Public Projects Healthy

Learn how to maintain open source projects with AI automation. Strategies for contributor experience, dependency management, and sustainable AI-powered OSS maintenance.

Nov 20, 2025·7 min read
Pain Points

Knowledge Loss Through Employee Turnover

When developers leave, critical knowledge walks out the door. Learn how AI can capture and preserve engineering knowledge so turnover doesn't cripple your team.

Nov 19, 2025·9 min read

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