AI writes code faster than teams preserve why systems work. A typed memory framework covering policies, decisions, owners, and open questions across repos.
Concrete frameworks for translating technical debt into financial metrics that make CFOs approve remediation budgets instead of asking 'can it wait another quarter?'
AI-generated code ships fast but compounds technical debt silently. Data from GitClear and real incident postmortems reveals the 90-day spike pattern and how to stop it.
Test coverage percentage is a poor predictor of production reliability. Here are the leading indicators—Change Failure Rate, Review Depth Score, and rework rate—that actually tell you whether your codebase is healthy.
Traditional code review fails for AI-generated code. Here's the practical governance framework that catches vulnerabilities, manages technical debt, and passes compliance audits.
Slow PR reviews don't just delay shipping-they compound into context switching costs, engineer burnout, and significantly longer wait times. Here's what the research reveals.
