Matt Pocock proposes a future where AI reverses software entropy — the natural degradation of code quality under human pressure and time constraints. If AI models can improve code every time they touch it (rather than merely maintaining or degrading it), this inverts the fundamental assumption of software maintenance. Currently, every human code change under deadline pressure tends to increase technical debt. AI that reliably improves code on contact would eliminate the need for separate refactoring phases and potentially change the economics of software maintenance entirely. The key qualifier is "reliably" — this future depends on AI achieving consistent code improvement, not just code generation. ## Source - [[A possible future -]] ## Related - [[The Paradox of AI Code Generation]] #atomic-note #ai-product-design