LLM agents lose grip on constraints over time in code generation

A new paper shows that language models struggle to maintain code constraints as they generate longer outputs—a critical problem for any developer relying on AI for backend work. The research, titled "Constraint Decay," highlights that guardrails degrade predictably, which matters for indie teams betting on LLM-assisted coding to move faster.