Everything on Technical Debt & Architecture

AI effectiveness is directly proportional to baseline code health, with well-structured systems experiencing significantly fewer AI-induced errors during refactoring.

Impact: Prioritizing code refactoring and architectural clarity before AI scaling reduces long-term maintenance costs and accelerates safe feature delivery.

— from AI Productivity in Software Engineering: Data-Driven Strategies · Software Architektur im Stream· May 29, 2026