AIBullisharXiv – CS AI · 10h ago6/10
🧠
The AI Codebase Maturity Model: From Assisted Coding to Self-Sustaining Systems
Researchers present the AI Codebase Maturity Model (ACMM), a 5-level framework for systematically evolving codebases from basic AI-assisted coding to self-sustaining systems. Validated through a 4-month case study of KubeStellar Console, the model demonstrates that AI system intelligence depends primarily on surrounding infrastructure—testing, metrics, and feedback loops—rather than the AI model itself.
🏢 Microsoft🧠 Claude🧠 Copilot